diff --git a/UCI_N4/ldlt-resnet/runs/abalone/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/abalone/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..8e760ef2d044053019f1b16783f1bdee9b3eba65 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/abalone/fold_0/result.json @@ -0,0 +1,46 @@ +{ + "best_epoch": 47, + "best_val_acc": 0.6317460317460317, + "test_acc": 0.637634838194167, + "train_size": 1044, + "val_size": 630, + "test_size": 2503, + "stats": { + "mean": [ + [ + 0.03759131666666678, + -0.0067216787931033565, + -0.00504821235632188, + -0.010079406034482869, + 0.0077948497126437005, + -0.0035954527720305413, + 0.011847337255747069, + 0.020808682452107305 + ] + ], + "std": [ + [ + 0.9932562075552053, + 1.0067465043023525, + 0.9980809038500921, + 0.9297052233036605, + 1.0141436995589543, + 0.9931430828536596, + 1.017739933100054, + 1.0318462596531948 + ] + ] + }, + "width": 32, + "in_features": 8, + "out_features": 3, + "depth": 4, + "padding": 16, + "parameters": 3816, + "cert_evals": { + "36": 0.5153815150260925, + "72": 0.4087095260620117, + "108": 0.32600876688957214, + "255": 0.18337993323802948 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/abalone/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/abalone/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..cf0387e09ef28b07adde41b36726b2160a2ccd5c --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/abalone/fold_2/result.json @@ -0,0 +1,46 @@ +{ + "best_epoch": 35, + "best_val_acc": 0.6871880199667221, + "test_acc": 0.6244075829383886, + "train_size": 1044, + "val_size": 601, + "test_size": 2532, + "stats": { + "mean": [ + [ + -0.017948929501915466, + 0.023985624319923418, + 0.023087170114942556, + 0.018317038026819783, + 0.02778346245977014, + 0.025539904827586328, + 0.018261344003831434, + 0.034770174578544095 + ] + ], + "std": [ + [ + 0.9978233519534647, + 1.0049712832060378, + 1.0100440980049294, + 0.9634042347353897, + 1.0033357823934823, + 1.0054816988393045, + 0.9890488354165379, + 1.0152622279378631 + ] + ] + }, + "width": 32, + "in_features": 8, + "out_features": 3, + "depth": 4, + "padding": 16, + "parameters": 3816, + "cert_evals": { + "36": 0.5094786882400513, + "72": 0.3894154727458954, + "108": 0.31319114565849304, + "255": 0.17890995740890503 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/abalone/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/abalone/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..b845491cbbd249b8c36f2dbc91cef7042f1701e0 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/abalone/fold_3/result.json @@ -0,0 +1,46 @@ +{ + "best_epoch": 50, + "best_val_acc": 0.6606260296540363, + "test_acc": 0.6361836896278702, + "train_size": 1044, + "val_size": 607, + "test_size": 2526, + "stats": { + "mean": [ + [ + -0.039933615229885006, + 0.033357397988505864, + 0.02810616465517236, + 0.015225409386973148, + 0.03982630053544057, + 0.03327093634674338, + 0.031858401652298855, + 0.04330609419540234 + ] + ], + "std": [ + [ + 1.000898664612302, + 1.0028361176421674, + 1.0029617333979737, + 0.9244955132147792, + 1.020547570022181, + 1.016662196023235, + 1.0053994226175234, + 1.025123395710352 + ] + ] + }, + "width": 32, + "in_features": 8, + "out_features": 3, + "depth": 4, + "padding": 16, + "parameters": 3816, + "cert_evals": { + "36": 0.5245447158813477, + "72": 0.40934282541275024, + "108": 0.32897862792015076, + "255": 0.18725256621837616 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/acute-inflammation/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/acute-inflammation/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..2010d0b60267efaca024e2254fee9fab6e4012f9 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/acute-inflammation/fold_0/result.json @@ -0,0 +1,42 @@ +{ + "best_epoch": 13, + "best_val_acc": 1.0, + "test_acc": 0.8783783783783784, + "train_size": 30, + "val_size": 16, + "test_size": 74, + "stats": { + "mean": [ + [ + -0.029776199999999933, + 0.05815319999999998, + 0.03366299999999992, + -0.07041613333333337, + 0.0829954666666666, + 0.3029878333333334 + ] + ], + "std": [ + [ + 1.046299339147563, + 1.028676385077134, + 0.9895473157792913, + 1.0179845925601472, + 0.9937462864656396, + 1.0009348864350793 + ] + ] + }, + "width": 32, + "in_features": 6, + "out_features": 2, + "depth": 4, + "padding": 12, + "parameters": 3655, + "cert_evals": { + "36": 0.7972972989082336, + "72": 0.6756756901741028, + "108": 0.5405405759811401, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/acute-inflammation/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/acute-inflammation/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..d9bda8e3eb36439cc8cac3a8d07d24903f56e29b --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/acute-inflammation/fold_1/result.json @@ -0,0 +1,42 @@ +{ + "best_epoch": 26, + "best_val_acc": 0.8888888888888888, + "test_acc": 0.7777777777777778, + "train_size": 30, + "val_size": 18, + "test_size": 72, + "stats": { + "mean": [ + [ + 0.2066000000000002, + 0.2132320000000001, + 0.16832333333333327, + -6.666666666858371e-07, + 0.08299546666666664, + -0.033663 + ] + ], + "std": [ + [ + 1.073465583913181, + 1.0965727109827237, + 0.9521923485684088, + 0.9958250796083059, + 0.9937462864656397, + 0.9895473157792911 + ] + ] + }, + "width": 32, + "in_features": 6, + "out_features": 2, + "depth": 4, + "padding": 12, + "parameters": 3655, + "cert_evals": { + "36": 0.5555555820465088, + "72": 0.3333333432674408, + "108": 0.125, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/acute-inflammation/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/acute-inflammation/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..836ee6cd588e5b369cd7c308634368b5f843622d --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/acute-inflammation/fold_3/result.json @@ -0,0 +1,42 @@ +{ + "best_epoch": 13, + "best_val_acc": 1.0, + "test_acc": 1.0, + "train_size": 30, + "val_size": 21, + "test_size": 69, + "stats": { + "mean": [ + [ + 0.061842666666666594, + -0.01938619999999999, + -0.03366716666666666, + -0.14083160000000008, + -0.049799466666666695, + -0.3029836666666666 + ] + ], + "std": [ + [ + 0.9526045937382531, + 0.9838646893399317, + 1.000934886435079, + 1.0348917799997448, + 0.9937462864656396, + 0.8932355996217098 + ] + ] + }, + "width": 32, + "in_features": 6, + "out_features": 2, + "depth": 4, + "padding": 12, + "parameters": 3655, + "cert_evals": { + "36": 0.8985507488250732, + "72": 0.8115942478179932, + "108": 0.5362318754196167, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/acute-nephritis/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/acute-nephritis/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..d76d150affc93c17970c21cc2c1c11930a2ffe99 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/acute-nephritis/fold_0/result.json @@ -0,0 +1,42 @@ +{ + "best_epoch": 45, + "best_val_acc": 1.0, + "test_acc": 0.7808219178082192, + "train_size": 30, + "val_size": 17, + "test_size": 73, + "stats": { + "mean": [ + [ + -0.1415510333333333, + 0.21323200000000003, + -0.03366716666666671, + -6.666666667154431e-07, + 0.2821878666666666, + -0.1683233333333333 + ] + ], + "std": [ + [ + 1.0909027516263303, + 1.0965727109827237, + 1.0009348864350789, + 0.9958250796083059, + 0.9598970403996372, + 0.9521923485684088 + ] + ] + }, + "width": 32, + "in_features": 6, + "out_features": 2, + "depth": 4, + "padding": 12, + "parameters": 3655, + "cert_evals": { + "36": 0.767123281955719, + "72": 0.767123281955719, + "108": 0.7397260069847107, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/acute-nephritis/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/acute-nephritis/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..c2c7fc4cfdb028259f5e0649b5830898677ae51f --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/acute-nephritis/fold_1/result.json @@ -0,0 +1,42 @@ +{ + "best_epoch": 18, + "best_val_acc": 1.0, + "test_acc": 0.8947368421052632, + "train_size": 30, + "val_size": 14, + "test_size": 76, + "stats": { + "mean": [ + [ + 0.012368109999999948, + -0.0969256, + 0.10099316666666665, + -0.21124706666666673, + -0.11619693333333339, + -0.033662999999999985 + ] + ], + "std": [ + [ + 0.9970611705313925, + 0.9304727999999999, + 0.9733809278809981, + 1.0468011683411809, + 0.9870693041144555, + 0.9895473157792911 + ] + ] + }, + "width": 32, + "in_features": 6, + "out_features": 2, + "depth": 4, + "padding": 12, + "parameters": 3655, + "cert_evals": { + "36": 0.8552631735801697, + "72": 0.7105263471603394, + "108": 0.6184210777282715, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/adult/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/adult/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..fa5bb2fd2c3636c96e404a7138cd38b3ab31784f --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/adult/fold_0/result.json @@ -0,0 +1,58 @@ +{ + "best_epoch": 32, + "best_val_acc": 0.8067662298079854, + "test_acc": 0.8035693680526174, + "train_size": 16281, + "val_size": 6562, + "test_size": 25999, + "stats": { + "mean": [ + [ + 5.755174894932247e-09, + -1.5212824565593372e-07, + 1.9344708602300844e-08, + -5.868804126934776e-07, + 4.3847429484189405e-07, + -1.2794054493469234e-07, + -3.0931760979923667e-08, + 1.2424912468644162e-06, + 2.0428720567267194e-07, + -1.2898470607021481e-06, + 5.428255022845695e-07, + 2.9734045846837646e-07, + 9.031386283659057e-08, + 2.0421350090431894e-07 + ] + ], + "std": [ + [ + 0.999969279768083, + 0.9999691631254963, + 0.9999692601356567, + 0.9999684455490998, + 0.9999701766278255, + 0.9999695789931851, + 0.9999697101647755, + 0.9999695985584383, + 0.9999687129297181, + 0.999967689659048, + 0.9999708394490064, + 0.9999690163307019, + 0.9999694763882633, + 0.9999692067843523 + ] + ] + }, + "width": 64, + "in_features": 14, + "out_features": 2, + "depth": 4, + "padding": 28, + "parameters": 14471, + "cert_evals": { + "36": 0.7493365406990051, + "72": 0.6949498057365417, + "108": 0.6387168765068054, + "255": 0.39866918325424194 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/adult/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/adult/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..bbb4b238f20e032f1c3db8de97e60ee0ee88b202 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/adult/fold_1/result.json @@ -0,0 +1,58 @@ +{ + "best_epoch": 14, + "best_val_acc": 0.8051650366748166, + "test_acc": 0.8073951647000038, + "train_size": 16281, + "val_size": 6544, + "test_size": 26017, + "stats": { + "mean": [ + [ + 5.755174894932247e-09, + -1.5212824565593372e-07, + 1.9344708602300844e-08, + -5.868804126934776e-07, + 4.3847429484189405e-07, + -1.2794054493469234e-07, + -3.0931760979923667e-08, + 1.2424912468644162e-06, + 2.0428720567267194e-07, + -1.2898470607021481e-06, + 5.428255022845695e-07, + 2.9734045846837646e-07, + 9.031386283659057e-08, + 2.0421350090431894e-07 + ] + ], + "std": [ + [ + 0.999969279768083, + 0.9999691631254963, + 0.9999692601356567, + 0.9999684455490998, + 0.9999701766278255, + 0.9999695789931851, + 0.9999697101647755, + 0.9999695985584383, + 0.9999687129297181, + 0.999967689659048, + 0.9999708394490064, + 0.9999690163307019, + 0.9999694763882633, + 0.9999692067843523 + ] + ] + }, + "width": 64, + "in_features": 14, + "out_features": 2, + "depth": 4, + "padding": 28, + "parameters": 14471, + "cert_evals": { + "36": 0.7476649880409241, + "72": 0.6869738698005676, + "108": 0.6313179731369019, + "255": 0.38267287611961365 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/adult/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/adult/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..21a06a24846b6df4a6cd89ecf8848157584f8dc7 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/adult/fold_2/result.json @@ -0,0 +1,58 @@ +{ + "best_epoch": 14, + "best_val_acc": 0.8102516597190057, + "test_acc": 0.8096150897101672, + "train_size": 16281, + "val_size": 6477, + "test_size": 26084, + "stats": { + "mean": [ + [ + 5.755174894932247e-09, + -1.5212824565593372e-07, + 1.9344708602300844e-08, + -5.868804126934776e-07, + 4.3847429484189405e-07, + -1.2794054493469234e-07, + -3.0931760979923667e-08, + 1.2424912468644162e-06, + 2.0428720567267194e-07, + -1.2898470607021481e-06, + 5.428255022845695e-07, + 2.9734045846837646e-07, + 9.031386283659057e-08, + 2.0421350090431894e-07 + ] + ], + "std": [ + [ + 0.999969279768083, + 0.9999691631254963, + 0.9999692601356567, + 0.9999684455490998, + 0.9999701766278255, + 0.9999695789931851, + 0.9999697101647755, + 0.9999695985584383, + 0.9999687129297181, + 0.999967689659048, + 0.9999708394490064, + 0.9999690163307019, + 0.9999694763882633, + 0.9999692067843523 + ] + ] + }, + "width": 64, + "in_features": 14, + "out_features": 2, + "depth": 4, + "padding": 28, + "parameters": 14471, + "cert_evals": { + "36": 0.7517635226249695, + "72": 0.6985508799552917, + "108": 0.6452997922897339, + "255": 0.41922253370285034 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/annealing/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/annealing/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..b0645d392ce66909860b2b6bce72b6ea75560ce2 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/annealing/fold_0/result.json @@ -0,0 +1,92 @@ +{ + "best_epoch": 21, + "best_val_acc": 0.7738095238095238, + "test_acc": 0.6634920634920635, + "train_size": 100, + "val_size": 168, + "test_size": 630, + "stats": { + "mean": [ + [ + 0.07222222999999978, + -0.345, + 4.33, + 12.0, + 0.14, + -0.17333315999999985, + -0.07800000000000064, + 29.2, + 0.09999999999999996, + -0.010000000000000224, + 0.3, + -0.010000000000000111, + -4.132729999999996e-16, + -0.11000000000000007, + -0.11999999999999993, + -0.12999999999999998, + -0.13, + -0.029999999999999773, + -1.847940000000002e-16, + -0.05999999999999975, + -1.626729999999999e-16, + -0.03999999999999998, + -0.010000000000000222, + -0.06000000000000002, + 0.1, + 1.3318299999999998, + 771.9469999999998, + 1183.75, + 0.009999999999999986, + -0.9466666699999999, + -1.5582099999999978e-17 + ] + ], + "std": [ + [ + 0.27504207913753365, + 0.41800119617053744, + 14.650634798533474, + 25.758493744782516, + 0.34698703145794935, + 0.2133331200000003, + 0.2543933961407015, + 110.08796482813175, + 0.29999999999999993, + 0.09949874371066192, + 0.47958315233127174, + 0.06557438524301994, + 1.0, + 0.31288975694324034, + 0.32496153618543855, + 0.3363034344160047, + 0.3363034344160045, + 0.17058722109231966, + 1.0, + 0.23748684174075815, + 1.0, + 0.19595917942265428, + 0.09949874371066192, + 0.2374868417407582, + 0.9949874371066199, + 0.9335979547428329, + 410.1759096911958, + 1742.0412703205398, + 0.09949874371066196, + 0.2436755226844934, + 1.0 + ] + ] + }, + "width": 128, + "in_features": 31, + "out_features": 5, + "depth": 4, + "padding": 62, + "parameters": 58250, + "cert_evals": { + "36": 0.6047618985176086, + "72": 0.5904762148857117, + "108": 0.5587301850318909, + "255": 0.460317462682724 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/annealing/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/annealing/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..1d11634342c38f5dca84fb8d827038e6808baee6 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/annealing/fold_2/result.json @@ -0,0 +1,92 @@ +{ + "best_epoch": 53, + "best_val_acc": 0.7192982456140351, + "test_acc": 0.7129186602870813, + "train_size": 100, + "val_size": 171, + "test_size": 627, + "stats": { + "mean": [ + [ + 0.07222222999999978, + -0.345, + 4.33, + 12.0, + 0.14, + -0.17333315999999985, + -0.07800000000000064, + 29.2, + 0.09999999999999996, + -0.010000000000000224, + 0.3, + -0.010000000000000111, + -4.132729999999996e-16, + -0.11000000000000007, + -0.11999999999999993, + -0.12999999999999998, + -0.13, + -0.029999999999999773, + -1.847940000000002e-16, + -0.05999999999999975, + -1.626729999999999e-16, + -0.03999999999999998, + -0.010000000000000222, + -0.06000000000000002, + 0.1, + 1.3318299999999998, + 771.9469999999998, + 1183.75, + 0.009999999999999986, + -0.9466666699999999, + -1.5582099999999978e-17 + ] + ], + "std": [ + [ + 0.27504207913753365, + 0.41800119617053744, + 14.650634798533474, + 25.758493744782516, + 0.34698703145794935, + 0.2133331200000003, + 0.2543933961407015, + 110.08796482813175, + 0.29999999999999993, + 0.09949874371066192, + 0.47958315233127174, + 0.06557438524301994, + 1.0, + 0.31288975694324034, + 0.32496153618543855, + 0.3363034344160047, + 0.3363034344160045, + 0.17058722109231966, + 1.0, + 0.23748684174075815, + 1.0, + 0.19595917942265428, + 0.09949874371066192, + 0.2374868417407582, + 0.9949874371066199, + 0.9335979547428329, + 410.1759096911958, + 1742.0412703205398, + 0.09949874371066196, + 0.2436755226844934, + 1.0 + ] + ] + }, + "width": 128, + "in_features": 31, + "out_features": 5, + "depth": 4, + "padding": 62, + "parameters": 58250, + "cert_evals": { + "36": 0.6953747868537903, + "72": 0.6858054399490356, + "108": 0.6475278735160828, + "255": 0.559808611869812 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/arrhythmia/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/arrhythmia/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..1f2b10693a6165f38d5e6cd5afab034df511d326 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/arrhythmia/fold_1/result.json @@ -0,0 +1,554 @@ +{ + "best_epoch": 16, + "best_val_acc": 0.5789473684210527, + "test_acc": 0.6099290780141844, + "train_size": 113, + "val_size": 57, + "test_size": 282, + "stats": { + "mean": [ + [ + -0.08236052831858409, + 0.04887446902654869, + 0.0825547600000001, + 0.07080902389380533, + 0.06969351327433632, + -0.02017880672566372, + 0.0033134920353982203, + -0.0904622607964602, + 0.0008566455575221136, + 0.05502761778761062, + 0.0029605046017698983, + 0.16618478141592918, + 0.10348846991150445, + -0.12880789292035386, + 0.001393306194690269, + -0.009972053097345045, + -0.13480514867256632, + 0.15853807787610613, + -0.022554120353982243, + -0.17088875221238942, + -0.04703600000000003, + -0.02112876106194702, + 0.14790371681415893, + 0.0665928778761063, + 0.0665928778761063, + 0.09438671238938028, + -0.033913831858407135, + -0.05746374070796462, + 0.020589044247787618, + -0.08296883185840712, + -0.016433217699115002, + -0.02482472566371683, + -0.13408300000000029, + -0.0661125929203539, + 0.14110856637168206, + 0.19977865575221251, + 0.06659287787610634, + 0.16107630088495584, + -0.04968823575221234, + 0.16085886725663703, + -0.040819525663716834, + -0.04226484955752222, + 0.03399069026548677, + 0.08868894690265484, + 0.14110856637168143, + 0.1435154159292037, + -0.04703600000000003, + -2.920353984457933e-07, + -0.02112876106194691, + 0.1997786557522125, + -0.14194291681415921, + 0.11196102831858407, + 0.0592675752212388, + 0.09347194690265491, + -0.04703600000000003, + 0.13773737168141595, + -0.1056450000000003, + -0.06659289999999989, + 0.0665928778761063, + -0.06659289999999989, + 0.0665928778761063, + 0.09438671238938029, + -0.09931298230088502, + -0.11574543716814155, + 0.19007244637168158, + 0.006741415929203616, + -0.17417296814159283, + -2.920353982846636e-07, + -0.04703600000000003, + -0.04703600000000003, + 0.027216715044247736, + 0.14110856637168231, + -0.00288054867256639, + 0.04904841858407081, + 0.02098572858407086, + -0.1192364601769909, + -0.0031704955752213143, + 0.01358514159292034, + -0.06659289999999989, + 0.014341504424779012, + -0.04703600000000003, + -0.04703600000000003, + -0.04703600000000003, + 0.07784732743362836, + 0.10888657327433629, + -0.1186584123893806, + -0.02180679646017706, + -0.07482919999999994, + 0.08863622212389385, + 0.13608353008849555, + 0.08948672566371674, + 1.0619469028597977e-07, + -0.09438650000000005, + -0.02112876106194696, + 0.09014838938053121, + -0.048498132743362864, + 0.05329288938053096, + 0.07878135752212394, + 0.006330884955752202, + 0.04712901946902665, + 0.11292442477876118, + -0.09438650000000005, + 0.09438671238938054, + -0.03861907964601756, + 1.0619469029580476e-07, + -0.09438650000000005, + 0.06704106194690229, + -0.07101396460177, + 0.11338092035398238, + 0.022629575221239016, + 0.15994504424778788, + 0.039176644247788044, + 0.11334270796460184, + -0.100392831858407, + 0.0665928778761063, + -0.08165009999999992, + 1.0619469028597977e-07, + 0.027216715044247736, + -0.0211287610619469, + 0.007675044247787407, + 0.017898353982300903, + 0.022447520353982425, + -0.10415006194690236, + -0.06118739999999991, + -0.031867106194690256, + 0.0665928778761063, + 0.0386198407079645, + -0.06659289999999989, + 0.06704106194690229, + 0.03697516814159319, + -0.044993100884955714, + -0.005112693362831841, + -0.08742769999999993, + -0.04059785840707965, + 0.027216715044247736, + 0.1411085663716819, + 0.13608353008849491, + 0.03589945132743362, + -0.0453806460176991, + 0.003572176991150533, + 0.05211161769911493, + -0.012922732743362846, + 0.1411085663716814, + -0.04703600000000003, + 0.1997786557522125, + 0.14790371681415954, + 0.14316932831858414, + 0.03571657522123903, + -0.10441322884955753, + -0.23222040176991168, + -0.03493910442477871, + 0.05546864601769913, + 0.12581869469026555, + -0.18030577079646018, + -0.07161228646017702, + -0.03718444513274338, + 0.013523787610619589, + 0.10059417451327425, + 0.01624747876106193, + 0.05021323893805318, + -0.05147623362831883, + 0.1827229362831858, + 0.0034618557522124397, + 0.05241511327433623, + 0.030558143362831823, + -0.19202160176991148, + 0.11133997495575228, + 0.12129543628318586, + 0.060097776106194795, + 0.11579815929203502, + -0.027196398230088462, + 0.17599128230088495, + -0.1195051539823009, + 0.18247482389380532, + 0.06219380353982303, + -0.09025506017699113, + 0.08350311504424779, + 0.1271729522123894, + -0.0951591353982304, + 0.10388311504424796, + 0.04703600000000003, + -0.14397143362831855, + -0.056712807079646044, + 0.11911974769911506, + 0.07255731355752211, + 0.17956833628318594, + 0.03657456283185836, + -0.12767188938053103, + -0.21526490619469008, + 0.019409734513274046, + -0.20038580796460184, + 0.13453505858407078, + -0.20150050008849554, + -0.10956924336283183, + -0.1755137388495575, + 0.07771356637168146, + 0.1258815132743363, + 0.05789021663716825, + 0.059674265486725525, + 0.04250356814159293, + 0.18101372743362842, + -0.08988732212389382, + 0.148077411681416, + 0.041530495575221225, + -0.07796867964601775, + -0.08606286725663721, + 0.216610610619469, + 0.09511035132743359, + -0.05938040707964593, + 0.0625599000000001, + -0.09312924070796465, + -0.07196051769911511, + 0.13021555911504423, + 0.10358608645132746, + -0.0039450442477876055, + 0.015811640707964647, + 0.042050546725663725, + -0.11399942584070796, + 0.01275024778761036, + -0.012157897345132696, + -0.07146561415929208, + -0.03644905008849562, + -0.0460240963716814, + -0.04567296300884947, + -0.0159320159292035, + -0.020865886725663647, + 0.006243656991150445, + -0.04104453495575228, + 0.04250217699115046, + 0.034307366371681414, + -0.11968876460176998, + -0.0937977030973451, + -0.007898124601769923, + -0.06254813724778759, + 0.027666705132743385, + -0.0678103380530974, + 0.0033648314159292177, + 0.014861656991150381, + -0.08490639823008855, + 0.06213639999999999, + 0.10985744247787621, + -0.1141806185840708, + -0.0051085477876106, + -0.07652198922123891, + 0.1186390026548673, + -0.006018964601769793, + -0.03378361716814159, + 0.011641800000000063, + -0.06094139999999994, + 0.1415026725663717, + -0.08340849911504429, + -0.021807159292035423, + -0.08355237141592924, + 0.10080485079646004, + -0.0028213893805309528, + -0.039560768141592914, + -0.03811751592920355, + 0.06180052389380527, + 0.08721472743362838, + -0.045456217699115044, + -0.04452998026548677, + -0.08741183716814158 + ] + ], + "std": [ + [ + 1.0288523625377175, + 0.9926765498781311, + 1.5821926864265932, + 1.2345480341843558, + 1.0919259987637373, + 0.8553411989728208, + 0.9770372253740158, + 1.0941619685910755, + 0.9070109264400832, + 1.1660151450666374, + 0.82811358045681, + 0.8585451804478106, + 0.9271539318095082, + 0.826139795075132, + 0.9407871254954377, + 1.1098127265333941, + 0.9673996715099642, + 1.0170784936919917, + 0.7160692020317576, + 0.8881539469849713, + 1.0, + 0.8944357999064094, + 1.5353137244867066, + 1.409505785723462, + 1.4095057857234625, + 1.4063287585864295, + 0.8810006273224485, + 0.9386543902953636, + 0.9544080465249254, + 0.605561339519823, + 0.41738930632162535, + 0.9435148318250272, + 1.0, + 0.7880462841530468, + 1.9911349325902201, + 1.9844233966366362, + 1.4095057857234636, + 1.494834216304884, + 0.8945327921343991, + 1.0465252306595956, + 0.9657902518204129, + 0.8818849232826983, + 1.01289922968906, + 0.9542609489006632, + 1.9911349325902201, + 1.303101066939662, + 1.0, + 0.9988936769842933, + 0.8944357999064099, + 1.9844233966366385, + 0.9721978598866062, + 0.9751070654641969, + 1.053405494669145, + 1.2277188687789828, + 1.0, + 0.9710532649972081, + 1.0, + 1.0, + 1.4095057857234625, + 1.0, + 1.409505785723463, + 1.4063287585864295, + 0.9944538524514821, + 1.0084398738408038, + 1.096956593110858, + 0.9848747659663566, + 1.0176485758563296, + 0.9988936769842915, + 1.0, + 1.0, + 1.1521380745389784, + 1.9911349325902201, + 0.8886796764360778, + 1.0626176220464763, + 0.9820129092696263, + 0.48071756015968203, + 0.8052609158630751, + 0.9014845427415126, + 1.0, + 1.0421263616247836, + 1.0, + 1.0, + 1.0, + 1.0603166366167238, + 1.3948018100222412, + 1.0002378777841179, + 1.0521891063258038, + 1.0, + 1.170667828978199, + 1.6220790112596297, + 1.3004892166096398, + 0.9988939483461562, + 1.0, + 0.8944357999064098, + 1.2549059943840741, + 0.9010506624821365, + 1.2640911636544077, + 0.947031285603356, + 0.991260918816901, + 1.3300447893255651, + 1.1497030038124454, + 1.0, + 1.4063287585864277, + 0.8174198991670485, + 0.9988939483461566, + 1.0, + 1.217866674742133, + 0.8282680988206665, + 1.073085103116072, + 0.9693454139903576, + 1.7234040703162494, + 1.1056144342459158, + 1.074119172644369, + 0.6071170412907283, + 1.409505785723462, + 1.0, + 0.9988939483461562, + 1.1521380745389787, + 0.8944357999064119, + 1.058370875443875, + 1.0846522644237848, + 1.0598613115637294, + 0.5613288969768316, + 1.0, + 1.077530223972941, + 1.4095057857234625, + 1.15083399388167, + 1.0, + 1.2178666747421318, + 1.0966395583377115, + 1.0389053330759344, + 1.0429545495698374, + 1.0, + 1.0244696199828591, + 1.152138074538978, + 1.9911349325902201, + 1.6220790112596353, + 1.1329428844818097, + 1.0304640926757396, + 1.0027828154445004, + 1.4038062005460157, + 1.0648539403871593, + 1.9911349325902201, + 1.0, + 1.9844233966366391, + 1.5353137244867094, + 0.6866407429573802, + 0.9470876233472572, + 0.8928451459276403, + 1.3503062413436946, + 0.39441056751713693, + 1.0739060999830787, + 0.8074286630470415, + 0.8622816943277237, + 0.9235511168325403, + 0.8884646840941383, + 0.9253177369109523, + 1.0067482855890655, + 0.8717444615689396, + 1.7004798113300974, + 1.2451967529281143, + 1.0189016467998342, + 0.9159576992318523, + 0.9716842292520014, + 0.8537203439878127, + 0.6934639134127168, + 0.6814900866218891, + 1.08628728041417, + 0.8695100152450093, + 1.7244969164094923, + 0.9957413253735008, + 0.886998298843266, + 1.0086098935045376, + 0.9474117590718318, + 0.9527864599550645, + 0.8622024829086022, + 0.928715896349544, + 1.165972778898159, + 1.1444020655792773, + 1.249832703644339, + 1.0, + 1.04414181114218, + 0.7888691092407913, + 0.8896110919230731, + 0.8385172959457787, + 0.6963004767756463, + 1.0524770129026086, + 0.8728215158868736, + 1.2422671085343606, + 1.0395955941659785, + 0.9729248895409327, + 0.942112878700215, + 0.9029124312015971, + 0.9945356002953412, + 0.9067257721352653, + 0.6559269963983796, + 1.0530222495928638, + 0.7742650861348659, + 1.7415209866320729, + 0.31751695199855035, + 0.9401556411866103, + 0.9925662855482592, + 0.9703437391049544, + 0.9315271035229352, + 0.76726349356305, + 1.113451820498087, + 1.5950728246019172, + 0.9108834606609704, + 0.6187680270209445, + 1.0, + 1.026218169309107, + 0.9226908311101232, + 1.3695879042350074, + 1.390915117042367, + 0.9165066682832561, + 1.0788295714407763, + 0.8648263176100378, + 0.9635758583333331, + 0.8878642706591297, + 0.9006687498171835, + 0.8634669309414519, + 1.0263681887473621, + 1.1035216758671196, + 0.9668823371087334, + 0.9093839574625667, + 1.2537251227686863, + 0.925393016008483, + 0.9198488449490679, + 0.9988290268424753, + 0.1771101235529094, + 1.05614751420039, + 0.9497863099739803, + 1.0994839009481026, + 0.92792429034674, + 0.9973731985207415, + 1.4008749618490997, + 0.9833759189369512, + 0.7900467121392818, + 0.5512800744398914, + 1.0, + 1.160435495736531, + 0.840523823247663, + 1.0569742675732663, + 0.8576934466322704, + 0.9349861286126709, + 0.8587290535040432, + 0.9574488028099564, + 0.8825111948837125, + 1.0, + 0.9946462418130932, + 0.8401625258336195, + 1.0609041780534152, + 0.8625411201961046, + 0.8578849236354916, + 0.9245113485505083, + 0.9397104471617286, + 0.949988633400937, + 1.4949439323664353, + 1.0752730715733643, + 0.854508526946672, + 1.0304209489391347, + 0.9286338973772724 + ] + ] + }, + "width": 512, + "in_features": 262, + "out_features": 13, + "depth": 4, + "padding": 524, + "parameters": 1063442, + "cert_evals": { + "36": 0.5531914830207825, + "72": 0.5035460591316223, + "108": 0.4609929025173187, + "255": 0.29078012704849243 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/arrhythmia/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/arrhythmia/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..0f2271aa9b20bbed0bf94ce820e10b424af153ae --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/arrhythmia/fold_3/result.json @@ -0,0 +1,554 @@ +{ + "best_epoch": 31, + "best_val_acc": 0.6268656716417911, + "test_acc": 0.6507352941176471, + "train_size": 113, + "val_size": 67, + "test_size": 272, + "stats": { + "mean": [ + [ + 0.04070993805309734, + 0.11996151327433617, + -0.07505505699115043, + -0.053473368141592904, + -0.0023036168141593112, + -0.04386066761061949, + 0.1000648973451327, + 0.21898467610619468, + 0.0844638663362832, + -0.21027526176991146, + 0.08278053309734511, + 0.02691175840707965, + -0.10311968407079651, + -0.019989650442477833, + -0.029568291150442447, + 0.06979861946902657, + -0.09989179115044242, + -0.0017227557522123856, + -2.2654867243656462e-07, + 0.06518417699115044, + -0.04703600000000003, + -0.1056450000000003, + -0.1056450000000003, + 0.19977865575221251, + 0.0665928778761063, + 0.09438671238938035, + -0.10331811504424784, + -0.11287559292035391, + 0.1063068938053097, + 0.04291548672566383, + -0.05587280000000011, + -0.032180318584070916, + 0.06704106194690261, + -0.1718930000000004, + -0.04703600000000003, + 0.0665928778761063, + -0.06659289999999989, + 0.08948672566371665, + -0.025450121504424723, + -0.17311484513274336, + 0.07640526460176993, + 0.11526853982300869, + 0.1133023008849558, + -0.07326554867256642, + -0.04703600000000003, + 0.047838725663716816, + -0.04703600000000003, + 0.06704106194690251, + -0.02112876106194691, + -0.06659289999999989, + -0.013552253982300916, + -0.020357922123893812, + -0.027464973451327517, + -0.006002522123893788, + -0.04703600000000003, + -0.04337743362831858, + 0.14790371681415934, + 0.0665928778761063, + -0.06659289999999989, + 0.06659287787610634, + -0.06659289999999989, + 1.0619469029580476e-07, + 0.044767823008849614, + 0.08289923362831852, + -0.12235442831858409, + -0.11459614159292028, + 0.14790476371681416, + -2.9203539830824354e-07, + -0.04703600000000003, + 0.14110856637168223, + 0.027216715044247736, + -0.04703600000000003, + -0.055889752212389385, + -0.12962760265486717, + 0.10187851619469035, + -0.01324823008849549, + 0.022193132743362702, + -0.07879260176991155, + 0.0665928778761063, + 0.12907584070796485, + -0.04703600000000003, + -0.04703600000000003, + -0.04703600000000003, + -0.002639044247787606, + 0.054982569292035384, + 0.05932991150442477, + -0.06964141592920373, + -0.07482919999999994, + -0.033238396460177, + 0.13608353008849555, + 0.0894867256637167, + -0.09438650000000005, + -0.09438650000000005, + -0.1056450000000003, + 0.030049292035398203, + 0.0004219557522123656, + 0.04024157522123887, + 0.01212035575221241, + -0.06541580530973452, + -0.07854839999999999, + 0.02907596460176992, + -0.09438650000000005, + 0.09438671238938048, + -0.03861907964601766, + 1.0619469030366473e-07, + 1.0619469029580476e-07, + -0.0670416460176993, + -0.04499362831858416, + 0.0430065663716814, + 0.05495734513274337, + 0.025254761061947018, + -0.06529410000000001, + 0.06800543362831867, + -0.15775999999999976, + 0.0665928778761063, + -0.08165009999999992, + 1.0619469029580476e-07, + -0.08165009999999992, + -0.021128761061946954, + 0.0199548849557522, + -0.04005870796460183, + 0.07256339026548671, + 0.0029753097345135682, + 0.008741072566371728, + -0.12291731858407075, + 0.0665928778761063, + -0.03861907964601771, + 0.0665928778761063, + -2.9203539835933345e-07, + -0.15365226548672545, + -0.02139016460176988, + 0.03374174115044254, + -0.03278541946902662, + -0.16577226814159277, + 0.027216715044247785, + 0.14110856637168206, + -0.08165009999999992, + -0.17471278761061948, + -0.05009553982300891, + 0.10357247787610621, + 0.01421250265486715, + -0.16799606460176988, + 0.1411085663716814, + -0.04703600000000003, + 0.1997786557522125, + -0.02112876106194691, + 0.10064383539823014, + -0.09822227433628321, + 0.010812114336283181, + -0.0005969424778760985, + -0.034939104424778704, + -0.021039132743362887, + 0.1549942769911504, + -0.05473569823008849, + 0.09371048247787614, + 0.1284547699115043, + 0.08193819469026561, + -0.1894623433628318, + -0.03994628938053097, + 0.005021592920354035, + 0.06618380000000008, + 0.046780255752212445, + 0.12412912743362833, + -0.15687404504424782, + -0.04040450761061948, + 0.01819149026548674, + 0.047322232477876085, + -0.1316860601769911, + -0.08258592566371675, + 0.05638880530973452, + -0.10198681415929205, + 0.1290602176991152, + -0.03669845398230087, + -0.10499076469026546, + -0.12757559911504432, + -0.06652606637168137, + 0.05155422566371681, + 0.031605256637168136, + 0.0629123805309736, + 0.023197380530973564, + 0.04703600000000003, + -0.03599286283185842, + -0.1574473318584071, + 0.10887992823008849, + -0.053605181415929175, + -0.012299078761061958, + -0.05887616991150452, + 0.07308711769911504, + 0.09051549646017694, + -0.10846913274336303, + -0.15513741725663718, + 0.12073644318584073, + 0.05041307504424779, + 0.1529646697345132, + 0.0776218637168141, + 0.057565741592920404, + -0.17276489823008853, + -0.014984845840707986, + -0.04701723008849572, + -0.03750280353982299, + 0.06355189203539817, + 0.06636549999999998, + -0.1410115592035399, + -0.08766313362831851, + -0.09892783274336285, + -0.013420267079645989, + 0.09777304070796461, + 0.07535415840707965, + -0.10688448672566354, + 0.0625599000000001, + -0.011544922123893811, + -0.09627820707964604, + 0.08584640530973452, + 0.007022314424778771, + -0.05128431504424778, + -0.06365885663716808, + 0.02538907345132746, + 0.071253879380531, + -0.032786734513274456, + 0.0729473, + 0.04719471592920353, + 0.014598110265486715, + 0.026159213575221246, + 0.059101831504424836, + -0.07843545663716811, + 0.0003891433628318023, + 0.014624393274336253, + 0.03384382522123893, + -0.07310352920353969, + 0.0510427, + 0.14306325132743355, + -0.011243908849557487, + 0.02559352380530976, + 0.03617407230973455, + -0.012417333274336301, + -0.10102372743362834, + -0.09638603628318594, + 0.02360371292035396, + -0.0742930973451328, + -0.014339143362831862, + 0.03523714159292039, + 0.03915302300884953, + -0.08945827723893807, + -0.02228378656637163, + 0.10421852477876106, + 0.0697730088495576, + -0.12811908238938052, + -0.10229047238938055, + -0.048111653097345074, + 0.041196920353982314, + 0.10879424867256633, + -0.10693692778761064, + 0.02704163566371678, + 0.12719723849557518, + 0.1358370884955751, + -0.11345866194690264, + -0.11236356814159291, + 0.008828665486725625, + 0.04901849557522122, + 0.10906433185840712, + -0.12028646725663718, + 0.005514894867256633 + ] + ], + "std": [ + [ + 1.0502669179700934, + 0.9792224218294541, + 0.24305352147883325, + 1.043042266446498, + 1.0744571502175468, + 0.9508826739984755, + 0.9451555552883207, + 1.1810283789026603, + 1.0064552702700122, + 1.1190882010665817, + 0.9034793296608571, + 1.1336521923679663, + 0.9786491101919341, + 0.9206985848676537, + 0.8610889538505271, + 0.9619675032812017, + 0.9308084274399617, + 0.9863758024756076, + 0.9547571784517959, + 0.9496800506935921, + 1.0, + 1.0, + 1.0, + 1.9844233966366367, + 1.4095057857234627, + 1.40632875858643, + 0.892002130496044, + 1.0129634785032875, + 0.978487303853688, + 1.1394715296586964, + 1.0, + 1.0267988761241287, + 1.217866674742132, + 1.0, + 1.0, + 1.4095057857234627, + 1.0, + 1.30048921660964, + 1.101075351501756, + 0.9423320679555461, + 0.9745566669040967, + 1.0784150005489006, + 1.3072548131334407, + 1.020520797792866, + 1.0, + 1.1116626840554256, + 1.0, + 1.2178666747421323, + 0.8944357999064103, + 1.0, + 0.9763859814864452, + 0.9882312110151381, + 0.9941548135105892, + 1.0805382570058093, + 1.0, + 0.9455390825539804, + 1.5353137244867092, + 1.4095057857234619, + 1.0, + 1.4095057857234636, + 1.0, + 0.9988939483461567, + 0.9028116049768871, + 1.0263167291591377, + 0.9964436627027657, + 0.4280387316306564, + 1.0514551909197751, + 0.9988936769842915, + 1.0, + 1.9911349325902201, + 1.152138074538978, + 1.0, + 0.9644113662850948, + 0.9806946309645141, + 0.9930268680075975, + 0.8905664891946655, + 1.0736843273720693, + 1.0058668086951204, + 1.409505785723462, + 1.3330925209888196, + 1.0, + 1.0, + 1.0, + 1.0450036005861865, + 1.3244456183776097, + 0.932189980942975, + 0.9625014477361986, + 1.0, + 1.0074707737922228, + 1.62207901125963, + 1.3004892166096393, + 1.0, + 1.0, + 1.0, + 1.0917543201475843, + 1.0127130749629136, + 1.2877909824303606, + 0.9604994075919616, + 0.8657450013263874, + 1.0, + 1.0599660091906427, + 1.0, + 1.4063287585864277, + 0.8174198991670479, + 0.9988939483461567, + 0.9988939483461567, + 0.7094990007768708, + 0.8740833234525124, + 1.010657132912493, + 0.9328151962443406, + 1.3541564903516528, + 1.0, + 1.0437864539647888, + 1.0, + 1.409505785723462, + 1.0, + 0.9988939483461567, + 1.0, + 0.8944357999064098, + 1.2065791134004533, + 1.0500123468485083, + 0.9959504427215604, + 1.0958354145667224, + 0.7400533918928887, + 0.9943642075886404, + 1.4095057857234627, + 0.8174198991670482, + 1.4095057857234627, + 0.9988936769842922, + 0.9193790839730072, + 1.0436031910295362, + 0.9868834993023391, + 0.5782795414175284, + 0.9541173647907301, + 1.1521380745389775, + 1.9911349325902201, + 1.0, + 0.9325216486314452, + 1.0303184562115624, + 0.9698188611354921, + 1.0027196672799903, + 1.0327882823860284, + 1.9911349325902201, + 1.0, + 1.9844233966366391, + 0.8944357999064109, + 0.7112349595162911, + 1.0528496975740775, + 0.9693293962135208, + 1.098217436491506, + 0.39441056751713705, + 1.131185111941341, + 0.8933013668038887, + 0.8692841653701331, + 0.9535583303775852, + 0.9578421783922644, + 0.9351032690489206, + 0.9587912379925385, + 0.8874155629442673, + 0.7402206710271984, + 1.0, + 1.0688089329251667, + 0.997681462694144, + 0.9866601266296527, + 0.9496581319654654, + 0.9257831061652533, + 0.9073562336120353, + 0.9768579353882867, + 0.9602672008044747, + 0.7793988687883875, + 1.2643817992013762, + 0.8858997832358527, + 1.0783739453909889, + 0.9243425987503827, + 0.9894525958813807, + 0.8138319611992417, + 0.9527697944043735, + 1.1413505837251008, + 0.8792523651290115, + 1.0992317647014969, + 1.0, + 1.065433498566479, + 0.9150528093441637, + 1.0062463574228966, + 1.011250604668206, + 0.7913263564369651, + 0.9735543146496928, + 0.9610800849612564, + 0.9880567372837797, + 0.3866698577857632, + 0.9853949011817834, + 0.990227174214131, + 0.8869793376043191, + 1.0049463863071384, + 0.9992217219580515, + 0.9135057665522096, + 0.9794517412025064, + 0.8334338014885702, + 0.37518500497353446, + 1.1642248030770597, + 0.9506854878365382, + 1.1083600583283926, + 0.9361744720072924, + 1.0051395038183164, + 0.7234663786843327, + 1.1371317753211319, + 1.5356103741191347, + 0.8479920793399001, + 0.46656712729960265, + 1.0, + 1.0891589322731212, + 0.8545812844441173, + 1.3469557389840487, + 1.3298686360213214, + 0.8184103746992143, + 1.2426545134673366, + 0.9345647421429395, + 0.8739291157345797, + 0.7954155323258645, + 1.0, + 0.9396031266002715, + 0.8729340873197525, + 1.1022147706138496, + 0.9052007430680863, + 0.8002297286948205, + 1.1474637082252046, + 1.0050624674836923, + 0.8958786752659496, + 0.1199464140766847, + 1.0, + 0.9484606934407114, + 0.924743989986394, + 1.1045533858189263, + 0.9763355497679247, + 0.8775711016746042, + 1.4892483405130004, + 0.9479162196372228, + 0.824520740664537, + 0.48200134691826974, + 0.8093410764663572, + 1.0307538015892828, + 0.8557116942728363, + 0.9675781578595044, + 0.9316537658305905, + 0.961482671503125, + 0.9499524026348503, + 1.0156281171297905, + 0.9533815998673338, + 0.13577727875330386, + 1.0944930405696027, + 0.9984202119037168, + 1.0610893586418122, + 1.0416564535479678, + 0.953141207852886, + 0.9699518518482332, + 1.0661304370514315, + 0.9605383246803934, + 0.9343424770461999, + 1.1428421085341074, + 0.9995106529728873, + 1.0191031224939573, + 1.0275583030415119 + ] + ] + }, + "width": 512, + "in_features": 262, + "out_features": 13, + "depth": 4, + "padding": 524, + "parameters": 1063442, + "cert_evals": { + "36": 0.6176470518112183, + "72": 0.5698529481887817, + "108": 0.5477941036224365, + "255": 0.3345588147640228 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/audiology-std/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/audiology-std/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..406d29e67c654005c7702c7c27efdcacb59c71cc --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/audiology-std/fold_0/result.json @@ -0,0 +1,148 @@ +{ + "best_epoch": 20, + "best_val_acc": 0.22580645161290322, + "test_acc": 0.36428571428571427, + "train_size": 25, + "val_size": 31, + "test_size": 140, + "stats": { + "mean": [ + [ + -1.7763568394002505e-17, + -8.399999999486596e-07, + 7.99999999756551e-08, + -1.2800000001833566e-06, + -3.6000000007696543e-07, + -8.799999999986596e-07, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -8.000000002006402e-08, + 7.99999999756551e-08, + 0.0, + 0.0, + 0.0, + 0.0, + 7.99999999756551e-08, + 0.0, + -3.199999999159431e-07, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -3.3306690738754695e-17, + -3.999999999981796e-07, + 0.0, + 7.99999999756551e-08, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -8.659739592076221e-17, + 0.0, + -8.659739592076221e-17, + 0.0, + 0.0, + 0.0, + -7.199999999940587e-07, + -4.800000000759752e-07, + 2.799999999325564e-07, + 0.0, + 2.220446049250313e-18, + 0.0, + -1.5999999996907377e-07, + 0.0, + -4.0000000006479297e-07, + 0.0, + 0.0 + ] + ], + "std": [ + [ + 0.9797958971132714, + 0.979795399156076, + 0.979796007645425, + 0.9797944438980055, + 0.979795825808005, + 0.9797970293219844, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797958971132714, + 1.0, + 0.9797961795409461, + 0.979796007645425, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797960076454252, + 1.0, + 0.9797960772142222, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797958971132711, + 0.9797952000000001, + 1.0, + 0.9797960076454251, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797958971132709, + 1.0, + 0.9797958971132709, + 1.0, + 1.0, + 1.0, + 0.9797942770355633, + 0.9797949007791427, + 0.9797958854236333, + 1.0, + 0.979795897113271, + 1.0, + 0.9797957933341287, + 1.0, + 0.9797952, + 1.0, + 1.0 + ] + ] + }, + "width": 256, + "in_features": 59, + "out_features": 18, + "depth": 4, + "padding": 118, + "parameters": 232471, + "cert_evals": { + "36": 0.33571428060531616, + "72": 0.2785714268684387, + "108": 0.25, + "255": 0.0714285746216774 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/audiology-std/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/audiology-std/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..0af776f71cb3a57341b1fb78b856b08c11ebe366 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/audiology-std/fold_1/result.json @@ -0,0 +1,148 @@ +{ + "best_epoch": 6, + "best_val_acc": 0.48484848484848486, + "test_acc": 0.2246376811594203, + "train_size": 25, + "val_size": 33, + "test_size": 138, + "stats": { + "mean": [ + [ + -1.7763568394002505e-17, + -8.399999999486596e-07, + 7.99999999756551e-08, + -1.2800000001833566e-06, + -3.6000000007696543e-07, + -8.799999999986596e-07, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -8.000000002006402e-08, + 7.99999999756551e-08, + 0.0, + 0.0, + 0.0, + 0.0, + 7.99999999756551e-08, + 0.0, + -3.199999999159431e-07, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -3.3306690738754695e-17, + -3.999999999981796e-07, + 0.0, + 7.99999999756551e-08, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -8.659739592076221e-17, + 0.0, + -8.659739592076221e-17, + 0.0, + 0.0, + 0.0, + -7.199999999940587e-07, + -4.800000000759752e-07, + 2.799999999325564e-07, + 0.0, + 2.220446049250313e-18, + 0.0, + -1.5999999996907377e-07, + 0.0, + -4.0000000006479297e-07, + 0.0, + 0.0 + ] + ], + "std": [ + [ + 0.9797958971132714, + 0.979795399156076, + 0.979796007645425, + 0.9797944438980055, + 0.979795825808005, + 0.9797970293219844, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797958971132714, + 1.0, + 0.9797961795409461, + 0.979796007645425, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797960076454252, + 1.0, + 0.9797960772142222, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797958971132711, + 0.9797952000000001, + 1.0, + 0.9797960076454251, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797958971132709, + 1.0, + 0.9797958971132709, + 1.0, + 1.0, + 1.0, + 0.9797942770355633, + 0.9797949007791427, + 0.9797958854236333, + 1.0, + 0.979795897113271, + 1.0, + 0.9797957933341287, + 1.0, + 0.9797952, + 1.0, + 1.0 + ] + ] + }, + "width": 256, + "in_features": 59, + "out_features": 18, + "depth": 4, + "padding": 118, + "parameters": 232471, + "cert_evals": { + "36": 0.12318840622901917, + "72": 0.08695652335882187, + "108": 0.05797101557254791, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/audiology-std/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/audiology-std/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..d2db71009aa4c620fb22e7713a127efb4a94a8c0 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/audiology-std/fold_2/result.json @@ -0,0 +1,148 @@ +{ + "best_epoch": 12, + "best_val_acc": 0.44, + "test_acc": 0.3835616438356164, + "train_size": 25, + "val_size": 25, + "test_size": 146, + "stats": { + "mean": [ + [ + -1.7763568394002505e-17, + -8.399999999486596e-07, + 7.99999999756551e-08, + -1.2800000001833566e-06, + -3.6000000007696543e-07, + -8.799999999986596e-07, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -8.000000002006402e-08, + 7.99999999756551e-08, + 0.0, + 0.0, + 0.0, + 0.0, + 7.99999999756551e-08, + 0.0, + -3.199999999159431e-07, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -3.3306690738754695e-17, + -3.999999999981796e-07, + 0.0, + 7.99999999756551e-08, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -8.659739592076221e-17, + 0.0, + -8.659739592076221e-17, + 0.0, + 0.0, + 0.0, + -7.199999999940587e-07, + -4.800000000759752e-07, + 2.799999999325564e-07, + 0.0, + 2.220446049250313e-18, + 0.0, + -1.5999999996907377e-07, + 0.0, + -4.0000000006479297e-07, + 0.0, + 0.0 + ] + ], + "std": [ + [ + 0.9797958971132714, + 0.979795399156076, + 0.979796007645425, + 0.9797944438980055, + 0.979795825808005, + 0.9797970293219844, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797958971132714, + 1.0, + 0.9797961795409461, + 0.979796007645425, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797960076454252, + 1.0, + 0.9797960772142222, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797958971132711, + 0.9797952000000001, + 1.0, + 0.9797960076454251, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797958971132709, + 1.0, + 0.9797958971132709, + 1.0, + 1.0, + 1.0, + 0.9797942770355633, + 0.9797949007791427, + 0.9797958854236333, + 1.0, + 0.979795897113271, + 1.0, + 0.9797957933341287, + 1.0, + 0.9797952, + 1.0, + 1.0 + ] + ] + }, + "width": 256, + "in_features": 59, + "out_features": 18, + "depth": 4, + "padding": 118, + "parameters": 232471, + "cert_evals": { + "36": 0.3493150770664215, + "72": 0.28082191944122314, + "108": 0.2054794430732727, + "255": 0.02054794505238533 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/balance-scale/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/balance-scale/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..55204508d8ff7a95b08127f387c9eb766f19e3d5 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/balance-scale/fold_1/result.json @@ -0,0 +1,38 @@ +{ + "best_epoch": 35, + "best_val_acc": 0.8247422680412371, + "test_acc": 0.8306451612903226, + "train_size": 156, + "val_size": 97, + "test_size": 372, + "stats": { + "mean": [ + [ + 0.09511109615384612, + -3.416070845000482e-17, + 0.00905823076923074, + 0.08152388461538454 + ] + ], + "std": [ + [ + 1.0090351712085057, + 1.0055834762270852, + 0.9532661180714023, + 1.002273371607005 + ] + ] + }, + "width": 32, + "in_features": 4, + "out_features": 3, + "depth": 4, + "padding": 10, + "parameters": 3560, + "cert_evals": { + "36": 0.6505376100540161, + "72": 0.46236559748649597, + "108": 0.2983871102333069, + "255": 0.01344086043536663 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/balance-scale/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/balance-scale/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..91fa2d10870b28d4e0c1ba777abc4e6682d38c6e --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/balance-scale/fold_3/result.json @@ -0,0 +1,38 @@ +{ + "best_epoch": 20, + "best_val_acc": 0.7608695652173914, + "test_acc": 0.7639257294429708, + "train_size": 156, + "val_size": 92, + "test_size": 377, + "stats": { + "mean": [ + [ + 0.05434929487179499, + -0.08605298076923085, + 0.06793655769230768, + -0.16757685256410257 + ] + ], + "std": [ + [ + 1.0569029867956488, + 1.0161657906649941, + 0.9625917447832895, + 0.9469510608150327 + ] + ] + }, + "width": 32, + "in_features": 4, + "out_features": 3, + "depth": 4, + "padding": 10, + "parameters": 3560, + "cert_evals": { + "36": 0.6366047859191895, + "72": 0.4774535596370697, + "108": 0.3527851402759552, + "255": 0.04774535819888115 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/bank/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/bank/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..6faea5e32d8744665d8d159585e2f32df2cdf7fb --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/bank/fold_1/result.json @@ -0,0 +1,62 @@ +{ + "best_epoch": 32, + "best_val_acc": 0.8731343283582089, + "test_acc": 0.8721058434399118, + "train_size": 1130, + "val_size": 670, + "test_size": 2721, + "stats": { + "mean": [ + [ + -0.01574801380530978, + 0.0023927396460177394, + 0.0021967858407077644, + -0.01932307256637162, + 0.006853599999999982, + -0.03479098039734521, + 0.0010882398230089275, + 0.02142298584070794, + -0.04310824424778776, + -0.002926514159292115, + -0.01356536707964567, + 0.01527978015929205, + -0.04149083628318521, + -0.006613960176991296, + 0.006211176106194516, + -0.021354536283185895 + ] + ], + "std": [ + [ + 0.969300386690253, + 1.0029838787869998, + 1.0077378567908635, + 1.0067270576318987, + 0.9737641828355684, + 0.8874066057167844, + 1.0000362134178429, + 0.978768086158569, + 1.0166647522536418, + 1.0110908544078474, + 0.9795699211960872, + 0.988628308543735, + 0.8468895052095667, + 1.0088647512260476, + 1.0744144429583726, + 0.97024384329565 + ] + ] + }, + "width": 64, + "in_features": 16, + "out_features": 2, + "depth": 4, + "padding": 32, + "parameters": 14727, + "cert_evals": { + "36": 0.8166115283966064, + "72": 0.7559720277786255, + "108": 0.6729143857955933, + "255": 0.29217198491096497 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/bank/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/bank/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..05b7b23e7936fcbb9ea9e0f0312abf0c1104102c --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/bank/fold_2/result.json @@ -0,0 +1,62 @@ +{ + "best_epoch": 29, + "best_val_acc": 0.84992784992785, + "test_acc": 0.8369162342475908, + "train_size": 1130, + "val_size": 693, + "test_size": 2698, + "stats": { + "mean": [ + [ + 0.03612999486725651, + 0.0039014732743363205, + -0.026264318584070866, + 0.007914513274336264, + -2.920000000001238e-05, + -0.02074493859203536, + -0.02212137345132746, + -0.02529917433628319, + -0.017585318584070603, + 0.002009283628318563, + -0.032913651327433256, + 0.01575317238053096, + 0.01656134477876116, + 0.004832360176991011, + 0.0046435044247787275, + -0.007806110619469017 + ] + ], + "std": [ + [ + 1.026029784154538, + 1.014567266706415, + 0.9934924943110668, + 1.0009548228746656, + 0.9999976513205256, + 0.9005330945128681, + 0.9966950423207805, + 1.02369326820955, + 1.0066229970970322, + 1.0105897259642973, + 0.9953808522736891, + 1.0444837633462487, + 0.9721502138598372, + 1.0252935681497495, + 0.9895490051866441, + 0.9907898156267138 + ] + ] + }, + "width": 64, + "in_features": 16, + "out_features": 2, + "depth": 4, + "padding": 32, + "parameters": 14727, + "cert_evals": { + "36": 0.790215015411377, + "72": 0.7283173203468323, + "108": 0.6493699550628662, + "255": 0.30281689763069153 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/blood/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/blood/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..1b42c6cdedaf5ab86e478fbbe623232275403f8b --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/blood/fold_0/result.json @@ -0,0 +1,38 @@ +{ + "best_epoch": 32, + "best_val_acc": 0.6475409836065574, + "test_acc": 0.642369020501139, + "train_size": 187, + "val_size": 122, + "test_size": 439, + "stats": { + "mean": [ + [ + 0.08207599251336908, + 0.07211877540106948, + 0.07211877540106948, + 0.12092969090909093 + ] + ], + "std": [ + [ + 1.0915037898164763, + 0.9154190444987925, + 0.9154190444987925, + 1.0234960637376278 + ] + ] + }, + "width": 32, + "in_features": 4, + "out_features": 2, + "depth": 4, + "padding": 10, + "parameters": 3527, + "cert_evals": { + "36": 0.5466970801353455, + "72": 0.4100227952003479, + "108": 0.27790433168411255, + "255": 0.0364464707672596 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/breast-cancer-wisc/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/breast-cancer-wisc/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..03e0f55e0f440fd47757f4f455a7de97874e7d6f --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/breast-cancer-wisc/fold_3/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 7, + "best_val_acc": 0.978494623655914, + "test_acc": 0.951276102088167, + "train_size": 175, + "val_size": 93, + "test_size": 431, + "stats": { + "mean": [ + [ + 0.0424054742857143, + -0.014108091428571279, + -0.00827128971428571, + -0.056438248, + -0.030462011428571644, + 0.035918565714285505, + -0.09751196000000009, + -0.053737870857142926, + -0.04380451428571453 + ] + ], + "std": [ + [ + 0.9542842873481718, + 0.9773558222868145, + 0.959218665273952, + 0.9009025916399945, + 0.98004059543331, + 1.0172287889258582, + 1.000728061455461, + 0.9224531635202544, + 0.947073789238405 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 2, + "depth": 4, + "padding": 18, + "parameters": 3847, + "cert_evals": { + "36": 0.932714581489563, + "72": 0.9234338402748108, + "108": 0.9048723578453064, + "255": 0.47331786155700684 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/cardiotocography-3clases/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/cardiotocography-3clases/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..1c920e58704b87221c5fc9fca6e3b9f50999ade2 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/cardiotocography-3clases/fold_2/result.json @@ -0,0 +1,72 @@ +{ + "best_epoch": 53, + "best_val_acc": 0.8575757575757575, + "test_acc": 0.866403162055336, + "train_size": 531, + "val_size": 330, + "test_size": 1265, + "stats": { + "mean": [ + [ + 0.011989649905837963, + 0.017703763653483834, + -0.04815508248587558, + 0.0878522580037672, + -0.0001940107344639859, + -0.0574620999999995, + 0.04414582297551817, + 0.04154100908662901, + 0.0033932510357819923, + 0.013044282391713674, + -0.042404981242937984, + 0.04134378888888889, + -0.01985842806026365, + 0.05704191233521654, + 0.04647320527306972, + -0.06624954802259869, + 0.0383948538606398, + 0.015676433521657228, + 0.03476359286252388, + 0.0983877023352167, + -0.00027604896421838714 + ] + ], + "std": [ + [ + 1.0121411725514342, + 1.0022698506112053, + 0.7850107263672123, + 1.021861659011844, + 1.0205680703685656, + 1.0, + 1.0504178369202641, + 0.9762037792485212, + 0.9969033920323853, + 1.0262088384173584, + 0.9577094393711939, + 1.018018865673482, + 1.0072567026892174, + 1.0240761987453126, + 0.9864342700743015, + 0.8655231462742808, + 1.0132444325659744, + 1.002180759880479, + 1.0086965056851351, + 1.1584443320466373, + 0.9678154222739248 + ] + ] + }, + "width": 64, + "in_features": 21, + "out_features": 3, + "depth": 4, + "padding": 42, + "parameters": 15432, + "cert_evals": { + "36": 0.841897189617157, + "72": 0.8031620383262634, + "108": 0.7541502118110657, + "255": 0.5083003640174866 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/chess-krvk/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/chess-krvk/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..0bb830d3ab551e52a1d52f91364e6c6ca9128838 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/chess-krvk/fold_3/result.json @@ -0,0 +1,42 @@ +{ + "best_epoch": 19, + "best_val_acc": 0.22365339578454332, + "test_acc": 0.20886000476985453, + "train_size": 7014, + "val_size": 4270, + "test_size": 16772, + "stats": { + "mean": [ + [ + 0.0038034088964931244, + -0.012312182207011678, + 0.00825354519532299, + -0.012616928286283908, + 0.00814625808383194, + 0.012173608639860799 + ] + ], + "std": [ + [ + 0.9903915605524702, + 0.991199162231707, + 1.011474563134033, + 0.9971077092137348, + 0.999255185770078, + 1.0033642166267953 + ] + ] + }, + "width": 32, + "in_features": 6, + "out_features": 18, + "depth": 4, + "padding": 12, + "parameters": 4183, + "cert_evals": { + "36": 0.13331742584705353, + "72": 0.0745885968208313, + "108": 0.03631051629781723, + "255": 0.0009539708844386041 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/chess-krvkp/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/chess-krvkp/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..8332ee97e3b846122e0481569c71bf9c6a1ae014 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/chess-krvkp/fold_0/result.json @@ -0,0 +1,102 @@ +{ + "best_epoch": 31, + "best_val_acc": 0.9719827586206896, + "test_acc": 0.9653388515261252, + "train_size": 799, + "val_size": 464, + "test_size": 1933, + "stats": { + "mean": [ + [ + -0.012910581977471696, + 0.0232343479349185, + 0.01974840050062684, + -0.006236645807259704, + 0.016582745932415422, + 0.011297774718398169, + 0.042862941176470284, + 0.03031926157697225, + 0.0180404605757215, + -0.010202853566957767, + -0.00189366082603287, + -0.016319619524404437, + 0.0033822653316640658, + -0.03204078085106409, + 0.0705100575719649, + 0.02903828535669439, + -0.03100208760951203, + -0.008096886107634134, + -0.03482669524405622, + 0.019232514392990924, + 0.012952405506882283, + 0.028141539424280874, + 0.012118360450564641, + -0.021248015018773447, + -0.016025085481852858, + 5.306633288432277e-07, + -0.020626277847311296, + -0.017688700000000283, + 0.0857653942428025, + -0.03719805506883507, + 0.005740868585732433, + 0.07288125406758252, + 0.025791864831039592, + -0.00712086608260405, + -0.040342160200250346, + -0.05876795494368149 + ] + ], + "std": [ + [ + 0.9837163023685394, + 1.0378682164982054, + 1.0465982807867846, + 0.9915165284267596, + 1.005530465952035, + 1.0006602278791406, + 1.010781822340367, + 1.0199155022259125, + 1.0041109770934162, + 0.9954304425556489, + 0.999580748645936, + 0.9784729377035531, + 1.001226355888721, + 0.7309839212424674, + 1.0450840322089407, + 1.0585050069556725, + 0.9104979964986178, + 1.0030733244153598, + 0.7855814376765642, + 1.0182546843992308, + 1.0103378991543899, + 1.020315666869466, + 1.0226041285721963, + 0.9944445166738229, + 0.8530722671343124, + 0.9998428506463546, + 0.958403864877632, + 1.0, + 1.297598626233983, + 0.9108937768595846, + 1.0046803731698561, + 1.1311938967311475, + 1.0059129579966133, + 1.0017029704517841, + 1.020154120299574, + 0.9629351207831572 + ] + ] + }, + "width": 128, + "in_features": 36, + "out_features": 2, + "depth": 4, + "padding": 72, + "parameters": 59143, + "cert_evals": { + "36": 0.9389550089836121, + "72": 0.9089498519897461, + "108": 0.852560818195343, + "255": 0.4154164791107178 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/chess-krvkp/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/chess-krvkp/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..b723bd0196df893b2a150582a8df5cdfee497975 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/chess-krvkp/fold_1/result.json @@ -0,0 +1,102 @@ +{ + "best_epoch": 28, + "best_val_acc": 0.9800443458980045, + "test_acc": 0.9671120246659815, + "train_size": 799, + "val_size": 451, + "test_size": 1946, + "stats": { + "mean": [ + [ + -0.0009927534418022186, + 0.018342768460575525, + -0.06582760575719632, + -0.0020792615769724375, + 0.051078400500625745, + 0.011297774718398223, + -0.03506647058823558, + -0.021223376720899582, + -0.03866361702127398, + -0.02380752190237722, + -0.014526558197747444, + 0.016318818523153884, + 0.006087788485606497, + 0.07781297659574443, + -0.04009326658322881, + 0.017423181476844563, + -0.016413096370462833, + -0.032386387984980926, + 0.020896709511889343, + 0.0017488035043802706, + 0.0032379173967446036, + -0.04377830913642133, + 0.00134634543179087, + -0.008370843554443178, + -0.01602508548185286, + -0.05699136670838574, + 0.012376380475592372, + -0.017688700000000283, + 0.023390775969961416, + 0.03719677847309204, + 0.005740868585732397, + -0.004124948685859613, + 0.002579862327909166, + -0.025243699624531293, + -0.02052447684605754, + 0.019589255319148336 + ] + ], + "std": [ + [ + 0.9986195311743077, + 1.0300230852190024, + 0.8216604611116667, + 0.9970790771407829, + 1.0163955081800622, + 1.0006602278791408, + 0.9894273630441428, + 0.9849960711322177, + 0.9895223747807858, + 0.9893503391280706, + 0.9977270081722001, + 1.0205058915949463, + 1.0023223894472089, + 1.4564544306041578, + 0.9790108101412359, + 1.0355371587989588, + 0.9537117155994841, + 1.0123108404588719, + 1.108181480971759, + 1.001546561141509, + 1.0024924985959782, + 0.9655037096440781, + 1.0024053099202712, + 0.9977739015125082, + 0.8530722671343125, + 1.021876104669329, + 1.0237032374075374, + 1.0, + 1.0898218142005072, + 1.080220497632301, + 1.0046803731698557, + 0.9917285097795778, + 1.000482486194206, + 1.0061895454376688, + 1.0104282205557285, + 1.0110875620192163 + ] + ] + }, + "width": 128, + "in_features": 36, + "out_features": 2, + "depth": 4, + "padding": 72, + "parameters": 59143, + "cert_evals": { + "36": 0.9373073577880859, + "72": 0.9064748287200928, + "108": 0.8499486446380615, + "255": 0.441418319940567 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/congressional-voting/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/congressional-voting/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..675cb320133e9342a6d1cdcfc8d33db8e7482a22 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/congressional-voting/fold_0/result.json @@ -0,0 +1,62 @@ +{ + "best_epoch": 10, + "best_val_acc": 0.543859649122807, + "test_acc": 0.5985130111524164, + "train_size": 109, + "val_size": 57, + "test_size": 269, + "stats": { + "mean": [ + [ + -0.05633650458715604, + -0.11779591743119261, + -0.04414557798165136, + -0.044145577981651356, + -0.1385431192660551, + -0.04414557798165139, + -0.026378550458715573, + 0.11256628440366967, + -0.10507706422018329, + -0.054913027522935885, + -0.05395532110091718, + 0.008270385321100901, + 0.10771073394495408, + 0.03500372477064211, + -0.000600422018348633, + -0.02276844036697253 + ] + ], + "std": [ + [ + 0.8184815616369955, + 0.8313668954689791, + 0.8538679440524577, + 0.8538679440524576, + 0.5219210944971431, + 0.8538679440524588, + 0.9259164552817457, + 1.2484961570437194, + 0.7457451590890042, + 0.7568400989501728, + 0.8761485096645807, + 1.012504902324288, + 1.1811957798165138, + 1.0783310548027614, + 0.9977827937237086, + 0.9845600817644352 + ] + ] + }, + "width": 64, + "in_features": 16, + "out_features": 2, + "depth": 4, + "padding": 32, + "parameters": 14727, + "cert_evals": { + "36": 0.267657995223999, + "72": 0.22304832935333252, + "108": 0.0706319659948349, + "255": 0.01858736015856266 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/conn-bench-sonar-mines-rocks/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/conn-bench-sonar-mines-rocks/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..5b2410c9b2a8743a308e7c1efdb70c362f1e1d0e --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/conn-bench-sonar-mines-rocks/fold_1/result.json @@ -0,0 +1,150 @@ +{ + "best_epoch": 26, + "best_val_acc": 0.8620689655172413, + "test_acc": 0.7795275590551181, + "train_size": 52, + "val_size": 29, + "test_size": 127, + "stats": { + "mean": [ + [ + -0.1496621807692307, + -0.08903577807692303, + -0.14030929807692305, + -0.035338826923076924, + 0.08386959669423068, + 0.09199651153846154, + 0.14088967307692307, + 0.07056369423076922, + -0.0025582480769230555, + 0.009174194230769301, + 0.0818218730769231, + 0.08237485384615381, + 0.04123067288461538, + -0.00616768461538463, + -0.028849084615384605, + -0.04050276923076927, + -0.0212545653846154, + -0.05132907923076921, + -0.04626740192307692, + -0.07403159615384614, + -0.05252051923076921, + 0.030670448076923096, + -0.021138782692307692, + 0.005048434615384597, + 0.09778213076923079, + 0.2050811269230769, + 0.18951900000000002, + 0.09827862115384613, + 0.07715956730769227, + 0.1654723846153846, + 0.07360706730769234, + -0.012788405769230859, + -0.07698564038461544, + -0.11772723500000001, + -0.012259624999999958, + 0.0018293673076923635, + -0.07115984249999997, + -0.07953136711538462, + -0.04274317096153846, + -0.03792623653846152, + -0.08625715769230768, + -0.05082718653846153, + 0.0639244403846154, + 0.05993298846153846, + 0.008120661730769264, + -0.03299837499999998, + -0.08261534326923076, + -0.13786070961538463, + -0.11194899807692303, + -0.1165946903846154, + -0.11254034384615383, + -0.09731205576923077, + -0.10915543461538466, + -0.020348332692307698, + -0.03527259615384616, + -0.05305450769230768, + -0.0766177076923077, + 0.017685547115384614, + 0.05708845576923076, + 0.13349773076923077 + ] + ], + "std": [ + [ + 0.808987901180408, + 0.6916743939877592, + 0.6533719713044063, + 0.7289409087743024, + 0.9799815957215703, + 1.1546934744155954, + 1.0489671907417901, + 1.0406351665781963, + 1.06602300100525, + 0.9855510401092009, + 0.941611877990984, + 0.874334438804182, + 0.8948617088044496, + 0.9284777014495024, + 0.9652796384670821, + 0.9176168045360895, + 0.9187448624511494, + 0.9637941840958039, + 1.036895695822955, + 1.080455047426266, + 1.0569445623516454, + 1.027280062203057, + 0.9972067893847262, + 0.9558109386682533, + 0.9135564279343454, + 0.9323450964074564, + 0.9165881179625035, + 0.9150530169961677, + 0.8966782811687405, + 0.9697039290944067, + 1.0552459326194796, + 1.0678782438443375, + 1.0350794282536124, + 0.981036806175182, + 1.0268794592105523, + 1.049486682131856, + 1.0562822257610098, + 1.0082564159163012, + 1.008195204043701, + 1.0704359719340684, + 1.0356445372719016, + 0.9497252302544834, + 1.0265656593627723, + 1.1425919880616457, + 0.984594565229331, + 0.9387504917802769, + 0.9538513934843633, + 0.9644663205759176, + 0.9826957464876444, + 0.906104614495397, + 0.6863012460053298, + 0.8135699574469399, + 0.8718984903633391, + 0.87106180576059, + 0.9705550873133266, + 0.7881063937322114, + 1.0305107562527829, + 0.9850679024115949, + 1.0840227025091698, + 0.955646054806482 + ] + ] + }, + "width": 256, + "in_features": 60, + "out_features": 2, + "depth": 4, + "padding": 120, + "parameters": 228871, + "cert_evals": { + "36": 0.7401574850082397, + "72": 0.6850393414497375, + "108": 0.6456692814826965, + "255": 0.4015747904777527 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/conn-bench-sonar-mines-rocks/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/conn-bench-sonar-mines-rocks/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..2076e0941bf8396881dde3c710dde907c4822504 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/conn-bench-sonar-mines-rocks/fold_2/result.json @@ -0,0 +1,150 @@ +{ + "best_epoch": 9, + "best_val_acc": 0.8181818181818182, + "test_acc": 0.7886178861788617, + "train_size": 52, + "val_size": 33, + "test_size": 123, + "stats": { + "mean": [ + [ + -0.11352727307692301, + 0.005484550769230757, + 0.14128544711538463, + 0.01698709807692309, + -0.05546616484423073, + 0.015633542307692313, + 0.01695465576923076, + 0.007012186538461534, + 0.16428315769230764, + 0.1885259807692308, + 0.17271181923076925, + 0.10288603057692303, + 0.035842053846153805, + 0.06598513846153845, + 0.024155067307692363, + -0.031890009615384636, + -0.09900835576923078, + -0.06074108884615382, + -0.057217736538461544, + -0.05421212307692307, + 0.009597998076923055, + 0.08198633076923077, + 0.0738865326923077, + 0.11153800000000001, + 0.12820763269230767, + 0.1497061423076923, + 0.17804224999999999, + 0.12074562557692313, + 0.011866653846153862, + 0.02657458461538462, + 0.08961283461538459, + 0.012436888461538488, + -0.15344758865384617, + -0.25327539384615383, + -0.1676381884615385, + -0.08097806538461542, + 0.010272027115384563, + 0.0761040280769231, + 0.07725368461538452, + 0.01526856923076923, + 0.09035966538461546, + -0.018093585576923078, + -0.08110181153846155, + -0.05179539615384614, + -0.062206399423076895, + -0.05773718076923074, + -0.015536751903846145, + -0.05303988461538456, + -0.0334830886538462, + -0.019491399423076903, + -0.014853353461538439, + -0.04920472788461536, + -0.013006382692307706, + -0.11464770384615387, + -0.22059024807692304, + -0.20056836153846153, + -0.17135017615384612, + -0.09496722596153845, + -0.12957644230769227, + 0.05055160769230771 + ] + ], + "std": [ + [ + 0.7779847294085735, + 0.8164589056484339, + 0.8897943994160501, + 0.8232379895108087, + 0.8913136137549748, + 1.2277539871431498, + 1.148342655187086, + 1.0125738638827777, + 1.0308151593845143, + 1.0814728380420244, + 1.1275636354460448, + 1.0953105542528634, + 0.9617223163008869, + 0.9271042130221435, + 1.002366167344782, + 1.0134009310910002, + 0.9541301699800748, + 0.9039526162729385, + 0.8533527267834845, + 0.8674137383144989, + 0.8667342359963858, + 0.8682751705934699, + 0.8669633975953135, + 0.8844079338595519, + 0.8959832014657619, + 0.9477171784962183, + 0.9665146933040765, + 0.9608709208756278, + 0.9362600441482569, + 0.826100491116595, + 0.9039285396250091, + 0.9697986338184826, + 0.8888423793086146, + 0.878236080206782, + 0.9309060317786465, + 0.9900496254008503, + 1.00813869687356, + 1.0903606967893815, + 1.0386726650233546, + 0.9723646970288363, + 0.965534654631892, + 0.9659616919831083, + 0.9294069827841253, + 0.9165737515917189, + 0.890391924899276, + 0.8408198724294259, + 0.7367456383541913, + 0.9168199780746074, + 0.8757122466574018, + 0.8068953654942984, + 0.8229736283202036, + 0.7999629806684128, + 0.9417385941942646, + 0.873184043119562, + 0.7480790001744239, + 0.9895160335641305, + 1.0132212109764678, + 0.7628419936253807, + 0.961901997536315, + 1.3290599320503582 + ] + ] + }, + "width": 256, + "in_features": 60, + "out_features": 2, + "depth": 4, + "padding": 120, + "parameters": 228871, + "cert_evals": { + "36": 0.7154471278190613, + "72": 0.6747967004776001, + "108": 0.6097560524940491, + "255": 0.2926829159259796 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/conn-bench-sonar-mines-rocks/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/conn-bench-sonar-mines-rocks/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..90507e66963691a19cf797b58770c0648845f640 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/conn-bench-sonar-mines-rocks/fold_3/result.json @@ -0,0 +1,150 @@ +{ + "best_epoch": 12, + "best_val_acc": 0.8787878787878788, + "test_acc": 0.7560975609756098, + "train_size": 52, + "val_size": 33, + "test_size": 123, + "stats": { + "mean": [ + [ + -0.11402919442307692, + -0.1958088194230769, + -0.192454475, + -0.2174456115384615, + -0.1483449469961539, + -0.09730015192307692, + -0.11111996346153846, + -0.1199549596153846, + -0.08601968673076922, + -0.1359838, + -0.07711971153846155, + 0.005683598076923046, + -0.07644932499999996, + -0.12452823865384616, + -0.18065320384615383, + -0.24127502307692308, + -0.2122367865384616, + -0.17662752923076924, + -0.13966792115384613, + -0.06574370384615388, + -0.007378620000000012, + -0.0002028721153846167, + 0.06875905961538463, + 0.10454161923076924, + 0.1822036923076923, + 0.14234525, + 0.08357052884615387, + 0.14328510769230768, + 0.2375776069230769, + 0.1643224807692307, + 0.10515068653846156, + 0.09213309999999994, + 0.013323825000000011, + -0.06487759653846153, + -0.13430994076923078, + -0.21115623846153847, + -0.22730641923076922, + -0.23543729230769228, + -0.22808152115384622, + -0.14895506923076926, + -0.001168684615384663, + -0.04320264326923076, + -0.018799333269230768, + -0.013186748076922994, + -0.07072882692307694, + -0.03641541923076926, + -0.009211202865384651, + 0.028638237499999993, + 0.052042886346153845, + -0.09590774230769232, + -0.057291330384615397, + 0.06657091249999998, + 0.02539913076923079, + -0.15310468230769228, + -0.20838050961538462, + -0.049366707692307735, + -0.07994125884615386, + -0.19751397115384617, + -0.2403308269230769, + -0.24415720000000002 + ] + ], + "std": [ + [ + 0.8763416312333093, + 0.602973469758421, + 0.5448117196260321, + 0.5663296924240132, + 0.686341085757452, + 0.8337013907572342, + 0.6813276818285096, + 0.7825144766842531, + 0.7861121760890293, + 0.7905273301791387, + 0.7805552299762032, + 0.9027317120726256, + 0.8667207852850977, + 0.8531311452416169, + 0.8318630140159454, + 0.8852179006046725, + 0.8740431599665568, + 0.8442406359472446, + 0.8609171894886277, + 0.886971626868803, + 0.9185053211820478, + 1.0100806480837976, + 0.9919727273312126, + 1.0562822860856174, + 0.9850251469218465, + 0.9910273621465151, + 1.0655846350198521, + 0.9906322053442151, + 0.8736899428048334, + 0.9821436750511889, + 0.9453561139667965, + 0.8625303165093016, + 1.0040239879345572, + 0.9847231539651756, + 0.9280844832031707, + 0.9503954469001101, + 0.9765763369138967, + 0.965164414073675, + 0.9709362119147936, + 1.0665530487737096, + 1.0793454570821943, + 1.0572717622116554, + 1.0593503627745042, + 1.0162684589041668, + 1.0177130607371694, + 1.0958546673800382, + 1.1902586310529617, + 1.1293249209196217, + 1.0653539976947333, + 0.9647675285784101, + 1.1814566025747812, + 1.13738601881979, + 1.0351334435322548, + 0.934859922308927, + 0.7895031892247589, + 0.9239212461978867, + 0.8971132845231489, + 0.7340435621135994, + 0.876038640540552, + 0.7272617950430326 + ] + ] + }, + "width": 256, + "in_features": 60, + "out_features": 2, + "depth": 4, + "padding": 120, + "parameters": 228871, + "cert_evals": { + "36": 0.7154471278190613, + "72": 0.6910569071769714, + "108": 0.6666666269302368, + "255": 0.3658536374568939 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/conn-bench-vowel-deterding/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/conn-bench-vowel-deterding/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..9a9e947d0be7abed9dd012eedc8586a7248e9395 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/conn-bench-vowel-deterding/fold_1/result.json @@ -0,0 +1,52 @@ +{ + "best_epoch": 22, + "best_val_acc": 0.6203703703703703, + "test_acc": 0.6214285714285714, + "train_size": 462, + "val_size": 108, + "test_size": 420, + "stats": { + "mean": [ + [ + -2.857142828580301e-07, + 2.385281389853348e-08, + -4.3088744564142115e-08, + -3.844155827509708e-08, + -8.807359302639395e-08, + -1.304545454734722e-07, + 2.852813846998729e-08, + -1.7538961132040442e-08, + 1.6883116991740976e-08, + 6.995670959114648e-08, + -9.999999998989893e-08 + ] + ], + "std": [ + [ + 0.9989172494309853, + 0.9989172586260624, + 0.9989172585041448, + 0.9989169579535073, + 0.9989173225330026, + 0.9989172947423731, + 0.9989172394761775, + 0.9989172874813478, + 0.9989173118500234, + 0.9989170573955074, + 0.9989173544054772 + ] + ] + }, + "width": 64, + "in_features": 11, + "out_features": 11, + "depth": 4, + "padding": 22, + "parameters": 14672, + "cert_evals": { + "36": 0.5190476179122925, + "72": 0.3690476417541504, + "108": 0.2380952537059784, + "255": 0.02142857201397419 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/conn-bench-vowel-deterding/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/conn-bench-vowel-deterding/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..a06f4811a5fa66b237e15d2805a74641fecdb93d --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/conn-bench-vowel-deterding/fold_2/result.json @@ -0,0 +1,52 @@ +{ + "best_epoch": 17, + "best_val_acc": 0.6336633663366337, + "test_acc": 0.6252927400468384, + "train_size": 462, + "val_size": 101, + "test_size": 427, + "stats": { + "mean": [ + [ + -2.857142828580301e-07, + 2.385281389853348e-08, + -4.3088744564142115e-08, + -3.844155827509708e-08, + -8.807359302639395e-08, + -1.304545454734722e-07, + 2.852813846998729e-08, + -1.7538961132040442e-08, + 1.6883116991740976e-08, + 6.995670959114648e-08, + -9.999999998989893e-08 + ] + ], + "std": [ + [ + 0.9989172494309853, + 0.9989172586260624, + 0.9989172585041448, + 0.9989169579535073, + 0.9989173225330026, + 0.9989172947423731, + 0.9989172394761775, + 0.9989172874813478, + 0.9989173118500234, + 0.9989170573955074, + 0.9989173544054772 + ] + ] + }, + "width": 64, + "in_features": 11, + "out_features": 11, + "depth": 4, + "padding": 22, + "parameters": 14672, + "cert_evals": { + "36": 0.4988290071487427, + "72": 0.3512880504131317, + "108": 0.1803278625011444, + "255": 0.02576112374663353 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/conn-bench-vowel-deterding/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/conn-bench-vowel-deterding/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..022785c1fab1e93e6c8b25aa20dca243a02689f2 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/conn-bench-vowel-deterding/fold_3/result.json @@ -0,0 +1,52 @@ +{ + "best_epoch": 22, + "best_val_acc": 0.6542056074766355, + "test_acc": 0.6175771971496437, + "train_size": 462, + "val_size": 107, + "test_size": 421, + "stats": { + "mean": [ + [ + -2.857142828580301e-07, + 2.385281389853348e-08, + -4.3088744564142115e-08, + -3.844155827509708e-08, + -8.807359302639395e-08, + -1.304545454734722e-07, + 2.852813846998729e-08, + -1.7538961132040442e-08, + 1.6883116991740976e-08, + 6.995670959114648e-08, + -9.999999998989893e-08 + ] + ], + "std": [ + [ + 0.9989172494309853, + 0.9989172586260624, + 0.9989172585041448, + 0.9989169579535073, + 0.9989173225330026, + 0.9989172947423731, + 0.9989172394761775, + 0.9989172874813478, + 0.9989173118500234, + 0.9989170573955074, + 0.9989173544054772 + ] + ] + }, + "width": 64, + "in_features": 11, + "out_features": 11, + "depth": 4, + "padding": 22, + "parameters": 14672, + "cert_evals": { + "36": 0.5178147554397583, + "72": 0.3847981095314026, + "108": 0.21140143275260925, + "255": 0.02850356325507164 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/connect-4/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/connect-4/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..5238d3e76223ccf2a10105b358299831d8352d33 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/connect-4/fold_0/result.json @@ -0,0 +1,114 @@ +{ + "best_epoch": 33, + "best_val_acc": 0.8148473319676129, + "test_acc": 0.8151272979191925, + "train_size": 16889, + "val_size": 10251, + "test_size": 40417, + "stats": { + "mean": [ + [ + 0.030039043756277816, + 0.019902300550625314, + 0.02412979927762107, + 0.01985044289179096, + 0.04051709657175008, + 0.019031591236910044, + -0.0045395188821050255, + 0.00019764479838064707, + -0.0054407273373289445, + 0.0013942071762814724, + 0.0055600884599283544, + 0.001485642518807598, + -0.045466167742357476, + -0.01035231553081155, + -0.011896642548398602, + -0.003500336017520728, + -0.005169183847484449, + -0.004208846444423896, + -0.015666746284570425, + -0.004623683640220639, + -0.003240515128237825, + 0.007526564154155245, + 0.005614181419874743, + -0.0009578565812173992, + -0.008785680620530124, + 2.9899105920217333e-05, + 0.008153071703466623, + 0.012008136479367208, + 0.006621551092434575, + -0.0019656975546212823, + -0.013779740837230907, + -0.007963726330753096, + 0.0029912185446102466, + 0.006957733791219768, + 0.009923208727565623, + 0.008400017940669328, + 0.005648935283319054, + -0.0006844205696187397, + -0.00016250281250430496, + 0.005438035407640847, + 0.006130487891554314, + 0.0019121513411066388 + ] + ], + "std": [ + [ + 1.006531226467314, + 1.008924218376966, + 1.0197183666704737, + 1.023893878424687, + 1.1159454713651147, + 1.1190732652590052, + 1.0024169825217877, + 0.9994835093105424, + 0.9930989860238304, + 1.004612308430935, + 1.0242747269577495, + 0.9967703228906594, + 1.0081015996457976, + 1.0023951062831706, + 0.9892908401102037, + 0.9991151349692805, + 0.9863950858355114, + 0.960184531380724, + 0.9986346631032498, + 1.0001270989782147, + 0.9928951530660571, + 1.0169032842233705, + 1.013285375385304, + 0.970290472444351, + 0.9945759706604689, + 0.9972408901165424, + 1.0114521905940863, + 1.0290063758644428, + 1.023278904623385, + 0.9324949802555003, + 0.9965943679305745, + 0.9932874797871102, + 1.0036564691959504, + 1.0228377133115587, + 1.0386526847608728, + 1.1257342158605066, + 1.0035861966708441, + 1.000236858494279, + 0.9968329006749054, + 1.0125833294784417, + 1.0214319654141149, + 1.006766118353405 + ] + ] + }, + "width": 128, + "in_features": 42, + "out_features": 2, + "depth": 4, + "padding": 84, + "parameters": 60679, + "cert_evals": { + "36": 0.6830294132232666, + "72": 0.5223792195320129, + "108": 0.3574981093406677, + "255": 0.02006581425666809 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/connect-4/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/connect-4/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..7797bb7fa1691e773d3462e87bfdce973333d4c4 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/connect-4/fold_1/result.json @@ -0,0 +1,114 @@ +{ + "best_epoch": 46, + "best_val_acc": 0.8127215439149271, + "test_acc": 0.8140057266982622, + "train_size": 16889, + "val_size": 10156, + "test_size": 40512, + "stats": { + "mean": [ + [ + 0.027203261152216014, + 0.024381636864207697, + 0.020735522529443332, + 0.023047149623986126, + 0.020027097519112465, + 0.026940308105877917, + -0.00722533788855856, + -0.00531791621766461, + -0.009308466457466616, + 0.00578968973889537, + -0.0010269574279278557, + 0.004949220640663072, + -0.037384035289282136, + -0.016723926816264917, + -0.008892225590617149, + -0.008508028006396103, + -0.004554644798399636, + 0.0002488341287307118, + -0.014038076854764218, + 0.0028520603943621176, + 0.0008038332642066601, + 0.002791597607881187, + -0.00160992456626965, + -0.0009578257800985885, + 5.388069156555676e-05, + 0.010160649535196326, + 0.012398836639225969, + 5.7993960568914834e-05, + -0.003970593522402191, + 0.0032774340103030072, + -0.010958108650600418, + 0.003209088104681389, + 0.008421007164421582, + 0.007349537331987826, + 0.008767308745328259, + -0.0032300263189079456, + -0.0018860788679084654, + -0.009485176801493057, + -0.0028463511753280563, + 0.0013060429865429904, + -0.0015533507016145245, + 0.012107637870801016 + ] + ], + "std": [ + [ + 1.0053784970608792, + 1.0086117051709853, + 1.0174407281192794, + 1.0328236445577126, + 1.0555647249928823, + 1.1828794778966805, + 1.0020910755122447, + 1.0000565113338769, + 0.9890321160451245, + 1.0150152665488792, + 0.9899360205182285, + 1.0509979377431884, + 1.0058247313452429, + 0.9943794278675755, + 0.9914355031605685, + 0.98735263698585, + 0.9895129572809503, + 0.9832660190727348, + 1.0002454573596118, + 1.005345164132691, + 1.0022702027544366, + 1.0038695389702308, + 0.9884994910041733, + 1.0323210247180712, + 0.9997460580413666, + 1.0089872644160143, + 1.0235001251776934, + 0.9984386209085483, + 0.9823324227005963, + 1.0494438702787408, + 0.9933592013054958, + 1.0038908920524567, + 1.013697656799958, + 1.0183153010542547, + 1.0567215054144603, + 0.8880868673858706, + 1.0011297314158905, + 0.9952887406369397, + 0.9967427026967423, + 1.006175884588394, + 0.991937713430211, + 1.1100304287997806 + ] + ] + }, + "width": 128, + "in_features": 42, + "out_features": 2, + "depth": 4, + "padding": 84, + "parameters": 60679, + "cert_evals": { + "36": 0.6751579642295837, + "72": 0.5097501873970032, + "108": 0.3429354429244995, + "255": 0.010959715582430363 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/connect-4/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/connect-4/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..1f7ec14d0bc898b2019584f369d1578771bfdbb4 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/connect-4/fold_2/result.json @@ -0,0 +1,114 @@ +{ + "best_epoch": 31, + "best_val_acc": 0.8132942326490714, + "test_acc": 0.8147039912953162, + "train_size": 16889, + "val_size": 10230, + "test_size": 40438, + "stats": { + "mean": [ + [ + 0.025572694783573928, + 0.01329715524895377, + 0.021220418319602922, + 0.01865168985727237, + 0.01982012718339098, + 0.00963998614483818, + 0.002528423115643657, + 0.014210160400253889, + 0.019369405767058635, + 0.014451386997468231, + 0.013793931316224738, + 0.012371159470670088, + -0.039714018710444283, + 0.002464175676483553, + -0.003429649002305634, + -0.009634763751553201, + 0.0009762194327558758, + 0.0017347277695622, + -0.010497498845409039, + -0.009077317366310872, + -0.009626320682147567, + -0.007594781810667109, + -0.00470596897387065, + -0.0015970677600842312, + -0.009472249452314906, + -0.00820725051809292, + -0.0026667849487946728, + -0.015432931020187987, + 0.0013254907454667974, + 0.008520569927173222, + -0.01259168517970182, + -0.013636079637638902, + -0.01148821777488854, + 0.0004930685061226005, + 0.0037583447036442816, + 0.004523333086622283, + -0.0011041412753886373, + 0.0011898180472266853, + 0.004086905974287228, + 0.0047194280300578055, + 0.006496377523849094, + 0.0006377091894106407 + ] + ], + "std": [ + [ + 1.002340911028259, + 1.000241509886604, + 1.0182352047279812, + 1.026450786988581, + 1.0586830294039484, + 1.0573441287107759, + 0.9999723336345973, + 1.0051963116139528, + 1.0189730060934503, + 1.0249429350044355, + 1.0283337398578962, + 1.0717856671455852, + 1.007021137501264, + 1.0086278986575667, + 0.9953893180688569, + 0.98676435866359, + 1.0045070750637721, + 0.9894410915928983, + 1.0018969853345276, + 0.9951351558433682, + 0.9829488046935272, + 0.9826669281585328, + 0.9809482582136214, + 1.0155101449208117, + 0.9962026519420597, + 0.990863381380769, + 1.0019931559758173, + 0.9596014491771616, + 1.0169055158769793, + 1.076548189219986, + 0.9955495648295175, + 0.9907146280157456, + 0.9785756681213451, + 1.006526766910725, + 1.0173366899136054, + 1.0876518916773228, + 1.0029420841971977, + 0.9990722630784118, + 1.0096089946640998, + 1.0127375864747392, + 1.01584212211435, + 0.9362241233272562 + ] + ] + }, + "width": 128, + "in_features": 42, + "out_features": 2, + "depth": 4, + "padding": 84, + "parameters": 60679, + "cert_evals": { + "36": 0.6844304800033569, + "72": 0.5277214646339417, + "108": 0.3655472695827484, + "255": 0.014614966697990894 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/connect-4/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/connect-4/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..ad96bf2920cccea1c3b03ed572595897cb4682df --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/connect-4/fold_3/result.json @@ -0,0 +1,114 @@ +{ + "best_epoch": 25, + "best_val_acc": 0.8179732694993018, + "test_acc": 0.8142561881797156, + "train_size": 16889, + "val_size": 10026, + "test_size": 40642, + "stats": { + "mean": [ + [ + 0.0255017919592495, + 0.022711381550094376, + 0.022287194327654584, + 0.02371314346613092, + 0.02809891444136949, + 0.011617169660734934, + -0.003762045615482179, + -0.0006222379063383423, + -0.0011956524365063191, + 0.008375274142948436, + -0.0028795755225458197, + 0.004949219420934186, + -0.03286969234417018, + -0.016504218603819, + -0.0016998223695865533, + -0.0031247556989696936, + -0.011519434898461321, + 0.0002488323820318791, + -0.012126160814738062, + -0.0071686163775022144, + 0.0038903055242530825, + 0.0026388575403812784, + 0.004066158683185444, + -0.0015970711824220074, + -0.004837915684773933, + -0.005745571910715695, + -0.003762464740373103, + -0.006138376635676964, + 0.001325493137553573, + 0.008520567025875392, + -0.0066514068920593425, + -0.003064876132393696, + 0.005525119900522458, + 0.009504424891937585, + 0.011849736177385477, + 0.008400017940669543, + -0.0067909446385286945, + -0.00818136082659884, + 0.004646044170746594, + 0.012444457339079356, + -0.0015533672804591957, + 0.00446103881223969 + ] + ], + "std": [ + [ + 1.0045809901782567, + 1.011044061995358, + 1.0172043141389446, + 1.0411444793879623, + 1.0848038904253097, + 1.0532589212327128, + 1.001732294856909, + 0.9979736375563433, + 0.9960552361012427, + 1.01505820099451, + 0.9927946698994767, + 1.0430998783719132, + 1.0035374294499668, + 0.9954329781752278, + 0.9998036225568965, + 0.9986000648188756, + 0.968307334521185, + 1.0041135888200137, + 1.0020709200665507, + 0.9957946771192316, + 1.0066983742054452, + 0.9982009085917064, + 1.0079501138389146, + 1.0086913740499897, + 0.9975519054988539, + 0.9949781645083238, + 0.9908446185534602, + 0.980252534332932, + 1.0196582337505167, + 1.129171084329408, + 0.9975018305111572, + 0.9962923547954192, + 1.0083259241822573, + 1.0245524736842544, + 1.0587730123334396, + 1.1257342158603454, + 1.000888709096108, + 0.9958781134180874, + 1.0074167017832345, + 1.03159906035601, + 0.975850670238492, + 1.1586868157131331 + ] + ] + }, + "width": 128, + "in_features": 42, + "out_features": 2, + "depth": 4, + "padding": 84, + "parameters": 60679, + "cert_evals": { + "36": 0.6877614259719849, + "72": 0.5290831923484802, + "108": 0.3696914315223694, + "255": 0.0180355291813612 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/contrac/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/contrac/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..d5909092dd6f78d0b14820dc243ac8669e89d816 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/contrac/fold_0/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 42, + "best_val_acc": 0.5781990521327014, + "test_acc": 0.5178970917225951, + "train_size": 368, + "val_size": 211, + "test_size": 894, + "stats": { + "mean": [ + [ + 0.04983602472826088, + -0.03683848315217381, + -0.030433624999999895, + 0.04126441032608701, + 0.0759277635869569, + 0.038788576086956336, + -0.05566297010869535, + 0.0662070706521741, + 0.049484739130435086 + ] + ], + "std": [ + [ + 1.0349771394866476, + 1.0203618187773704, + 1.0773888859130338, + 0.9920452760418988, + 0.9188135203134653, + 0.9763026632803047, + 0.9941427090552807, + 0.9825316131926941, + 1.0760483787682442 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 3, + "depth": 4, + "padding": 18, + "parameters": 3880, + "cert_evals": { + "36": 0.3791946470737457, + "72": 0.2527964115142822, + "108": 0.16107383370399475, + "255": 0.03579418361186981 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/contrac/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/contrac/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..f4c07afd0aaeba7af45c7abb28b5ef4a2ec44e99 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/contrac/fold_1/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 45, + "best_val_acc": 0.5190476190476191, + "test_acc": 0.4692737430167598, + "train_size": 368, + "val_size": 210, + "test_size": 895, + "stats": { + "mean": [ + [ + -0.029433755434782626, + -0.071642726902174, + -0.09035044293478262, + 0.020525774456521734, + 0.007337516304348054, + 0.03878857608695629, + 0.035455372282608796, + -0.03957563858695622, + 0.049484739130434774 + ] + ], + "std": [ + [ + 1.034137512591575, + 1.0184105128981196, + 1.0653920839838686, + 1.048083233025277, + 0.9923881347533616, + 0.9763026632803046, + 0.9969044818106321, + 1.048729739192908, + 1.0760483787682442 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 3, + "depth": 4, + "padding": 18, + "parameters": 3880, + "cert_evals": { + "36": 0.3776536285877228, + "72": 0.29050278663635254, + "108": 0.21452513337135315, + "255": 0.03910614550113678 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/contrac/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/contrac/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..d4218ef85422712b15079f6f983e3983e7eef3b8 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/contrac/fold_2/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 22, + "best_val_acc": 0.5282258064516129, + "test_acc": 0.4830805134189031, + "train_size": 368, + "val_size": 248, + "test_size": 857, + "stats": { + "mean": [ + [ + -0.0224978108695652, + 0.0756058451086956, + 0.07941412771739106, + 0.040112260869565215, + -0.03076817663043453, + -0.09286419021739152, + -0.046236899456521284, + 0.002180663043478335, + -0.06466629619565217 + ] + ], + "std": [ + [ + 1.0160308953617057, + 0.95882526146548, + 0.9253350657327032, + 1.0559034595300474, + 1.0290230539377072, + 1.0476659682160625, + 0.9462830856884548, + 0.9600526966125309, + 0.8858527840526336 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 3, + "depth": 4, + "padding": 18, + "parameters": 3880, + "cert_evals": { + "36": 0.3757292926311493, + "72": 0.28821471333503723, + "108": 0.19953325390815735, + "255": 0.03267211094498634 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/contrac/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/contrac/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..673cd27a0380669ca1e66ab1ced4599f29e5da63 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/contrac/fold_3/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 15, + "best_val_acc": 0.48917748917748916, + "test_acc": 0.5, + "train_size": 368, + "val_size": 231, + "test_size": 874, + "stats": { + "mean": [ + [ + -0.05156334456521742, + -0.044870314673913024, + -0.03376221739130403, + 0.026286519021739164, + 0.06068548641304363, + -0.023903217391304493, + 0.03859739402173936, + -0.05627817934782584, + -0.01277946195652176 + ] + ], + "std": [ + [ + 1.0188547788894706, + 0.9948418681411789, + 0.9984372596511997, + 1.0660676802579363, + 0.9360979718845777, + 1.0130497245255512, + 0.9834396874521251, + 1.0057604797479107, + 0.9785587320331135 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 3, + "depth": 4, + "padding": 18, + "parameters": 3880, + "cert_evals": { + "36": 0.3546910583972931, + "72": 0.2368420958518982, + "108": 0.14530891180038452, + "255": 0.01258581131696701 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/credit-approval/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/credit-approval/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..069f99482e1e44d9ac5bff639e73b6d442f9add4 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/credit-approval/fold_0/result.json @@ -0,0 +1,60 @@ +{ + "best_epoch": 19, + "best_val_acc": 0.83, + "test_acc": 0.861244019138756, + "train_size": 172, + "val_size": 100, + "test_size": 418, + "stats": { + "mean": [ + [ + 0.04231717441860458, + -0.04319939244186043, + 0.01132773546511633, + 0.10497429069767436, + 0.1039714651162791, + -0.016887567441860464, + 0.12197747790697662, + 0.056721959767441876, + 0.023127069767441777, + 0.01803883720930219, + 0.02175907906976748, + -0.014331000000000156, + 0.026975616279069855, + -0.07794171941860471, + 0.08645942000000016 + ] + ], + "std": [ + [ + 0.9668001544731439, + 0.9828833679832603, + 1.0033612624654744, + 1.0683622008830216, + 1.0656041538091992, + 1.0007415139821727, + 1.1272056598607636, + 1.0528268054248064, + 1.0000784525981627, + 0.9964680315230805, + 0.9149454309542941, + 1.0003809007273163, + 1.0289037612452905, + 0.9424723282553955, + 1.5519077166103805 + ] + ] + }, + "width": 64, + "in_features": 15, + "out_features": 2, + "depth": 4, + "padding": 30, + "parameters": 14599, + "cert_evals": { + "36": 0.8349282145500183, + "72": 0.7918660044670105, + "108": 0.7416267395019531, + "255": 0.3851674497127533 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/credit-approval/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/credit-approval/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..6ebf3bb7c83b56f26c4e82e50a43871bbfe4f2d7 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/credit-approval/fold_1/result.json @@ -0,0 +1,60 @@ +{ + "best_epoch": 14, + "best_val_acc": 0.8817204301075269, + "test_acc": 0.8423529411764706, + "train_size": 172, + "val_size": 93, + "test_size": 425, + "stats": { + "mean": [ + [ + -0.05893763953488379, + -0.09494667732558137, + 0.10661604441860463, + 0.0016465697674418215, + -0.0016443023255812898, + -0.03715416976744184, + 0.019046397674418694, + 0.12816041290697705, + 0.04639099999999992, + 0.006295348837209058, + -0.02008573604651146, + -0.13093850000000004, + 0.006132180232558206, + -0.012206166162790686, + 0.10673194959302351 + ] + ], + "std": [ + [ + 1.0212712368033299, + 1.002227255518295, + 1.0267015215317181, + 1.0197891663144403, + 1.0132886907601226, + 0.9740103182437764, + 0.9462774495372472, + 1.135180114956504, + 1.0003490000000002, + 0.9983346607548056, + 0.9387238466077318, + 1.0017391917815985, + 0.9989094608428061, + 0.9604377028423987, + 1.6924318356475039 + ] + ] + }, + "width": 64, + "in_features": 15, + "out_features": 2, + "depth": 4, + "padding": 30, + "parameters": 14599, + "cert_evals": { + "36": 0.7952941060066223, + "72": 0.767058789730072, + "108": 0.7058823108673096, + "255": 0.20705881714820862 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/credit-approval/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/credit-approval/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..d516c4fa95f8b5a1878a20ac75adb396de2052be --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/credit-approval/fold_2/result.json @@ -0,0 +1,60 @@ +{ + "best_epoch": 18, + "best_val_acc": 0.8878504672897196, + "test_acc": 0.8467153284671532, + "train_size": 172, + "val_size": 107, + "test_size": 411, + "stats": { + "mean": [ + [ + -0.09690819767441845, + -0.07829492377906978, + 0.14346898139534883, + 0.008104488372092981, + 0.011557720930232681, + 0.0203769784883721, + -0.058847231395348816, + -0.004431645348837212, + 0.01149510465116271, + -0.02893511627906998, + -0.018890154651162814, + -0.07263475000000007, + -0.0563980755813953, + -0.0557846427906977, + -0.04536849656976747 + ] + ], + "std": [ + [ + 1.0400780435620642, + 0.9163334239629656, + 1.1299454947101701, + 0.9838838771477533, + 0.9907637201902963, + 1.0059394076223003, + 0.9122317175379675, + 0.9398719190475693, + 0.9997401653873875, + 1.0030891544052551, + 0.8392167415058691, + 1.0027567026500943, + 0.9205981575020528, + 0.8548997051032522, + 0.5350874335618861 + ] + ] + }, + "width": 64, + "in_features": 15, + "out_features": 2, + "depth": 4, + "padding": 30, + "parameters": 14599, + "cert_evals": { + "36": 0.8199513554573059, + "72": 0.7907542586326599, + "108": 0.7420924305915833, + "255": 0.4768856465816498 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/credit-approval/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/credit-approval/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..5cce86037d2beacdd77067f476fe54557c2d0274 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/credit-approval/fold_3/result.json @@ -0,0 +1,60 @@ +{ + "best_epoch": 5, + "best_val_acc": 0.8962264150943396, + "test_acc": 0.8446601941747572, + "train_size": 172, + "val_size": 106, + "test_size": 412, + "stats": { + "mean": [ + [ + 0.029660302325581287, + 0.04967415668604653, + 0.035228697674418614, + -0.08230726744186062, + -0.0808560755813953, + -0.06068950697674418, + 0.05521145232558148, + 0.0520138111627908, + -0.00013686046511636238, + -0.02893511627906982, + 0.0647990941860465, + -0.08429550000000029, + -0.11892838372093019, + -0.14010143755813953, + -0.060122975697674434 + ] + ], + "std": [ + [ + 0.9866458073044232, + 1.0497387015089001, + 0.9194770520533397, + 0.928940005324823, + 0.9330534400726008, + 1.0077990709538949, + 1.0375139084982685, + 0.9494310078822967, + 0.9992663708949371, + 1.0030891544052551, + 1.2789280573338035, + 1.0028244999999991, + 0.8074645456755252, + 0.8265119967382965, + 0.4698103883611287 + ] + ] + }, + "width": 64, + "in_features": 15, + "out_features": 2, + "depth": 4, + "padding": 30, + "parameters": 14599, + "cert_evals": { + "36": 0.791262149810791, + "72": 0.7451456189155579, + "108": 0.6674757599830627, + "255": 0.19174757599830627 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/cylinder-bands/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/cylinder-bands/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..14711db7ec18b95edada87c14b277fecac4b572d --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/cylinder-bands/fold_0/result.json @@ -0,0 +1,100 @@ +{ + "best_epoch": 24, + "best_val_acc": 0.7317073170731707, + "test_acc": 0.7119205298013245, + "train_size": 128, + "val_size": 82, + "test_size": 302, + "stats": { + "mean": [ + [ + -0.018113468749999997, + -0.09801495312499989, + -0.09835764843749996, + 0.015201562499999939, + -0.08460044531249963, + -0.05902956249999998, + -0.02159560937500003, + -0.10518925781250046, + 0.03565878125000016, + 0.03781927343750002, + -0.0029206640624998936, + -0.005388015624999963, + -0.007189643749999884, + -0.11441540624999999, + 0.02687471875000009, + -0.08272973437500022, + 0.014233650781250131, + -0.040908945312500035, + -0.20346299999999978, + 0.09558365781249996, + -0.12876496562500006, + -0.05027554687499996, + 0.03137399609374995, + -0.07727224921875003, + -0.112076146875, + 0.04986750409374999, + 0.0467316294531248, + 0.08485301562499976, + -0.07968368828125014, + -0.0404871031249999, + 0.026726734374999978, + 0.04898852562499999, + 0.07183878906250019, + 0.01963753046874992, + 0.07539527343749987 + ] + ], + "std": [ + [ + 1.009708113595319, + 0.6915256837343526, + 1.1851115463631896, + 1.1075149207516606, + 0.6356019715752345, + 0.9895598820491779, + 1.036117446187858, + 0.47416953322612243, + 0.9128570390625407, + 0.9754439041131451, + 0.9772769577736968, + 0.9965990540260843, + 1.0049338980010496, + 1.0152930221805465, + 1.0110105352731478, + 0.9779734187172597, + 0.946783796715577, + 0.9180378675297654, + 0.9791387337832046, + 1.3026657902081404, + 1.1587041225508155, + 1.0035768471185391, + 1.0872637801794474, + 0.8506413201552353, + 1.0909742588199165, + 0.9223170655454694, + 0.925140911301162, + 1.2060797979297548, + 0.10884702615305564, + 1.0969927491363656, + 1.0397512419029202, + 0.9385559077709305, + 0.7908440559763066, + 0.8086858742098973, + 0.23360368046727112 + ] + ] + }, + "width": 128, + "in_features": 35, + "out_features": 2, + "depth": 4, + "padding": 70, + "parameters": 58887, + "cert_evals": { + "36": 0.5993377566337585, + "72": 0.49668875336647034, + "108": 0.43377482891082764, + "255": 0.13245032727718353 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/cylinder-bands/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/cylinder-bands/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..8ff74c00b79a0fcfd8cb75f8cc5648a91d4d6c43 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/cylinder-bands/fold_1/result.json @@ -0,0 +1,100 @@ +{ + "best_epoch": 5, + "best_val_acc": 0.75, + "test_acc": 0.6698717948717948, + "train_size": 128, + "val_size": 72, + "test_size": 312, + "stats": { + "mean": [ + [ + -0.15498346874999988, + 0.07623314062499989, + -0.08125197656250005, + 0.1064101249999995, + 0.028200664062500352, + 0.14560404687500025, + 0.1655534453124999, + -0.021037773437500448, + 0.03565884375000017, + -0.09565992968750019, + -0.06719309374999989, + 0.07724234374999989, + 0.014383128125000021, + 0.015113148437499955, + 0.11287723437500005, + 0.15718076562499975, + -0.11598707812499996, + 0.01952450812500009, + -0.05958846093749991, + 0.05810956640625002, + 0.09577258359374996, + 0.01608712499999998, + 0.0455139015625, + -0.09322180656250004, + 0.010363770312500003, + -0.09235189678125001, + -0.12943964476562508, + 0.07837251562499978, + -0.08934230000000017, + -0.11201488515624988, + -0.016908421875000006, + -0.19726601218749995, + -0.027512601562499843, + -0.1071632757812501, + -0.06936312500000016 + ] + ], + "std": [ + [ + 0.9566675689840457, + 1.1785922605080725, + 1.0752069854571855, + 1.134315391792329, + 1.0921920451077407, + 1.0073040155644573, + 1.0080335723206957, + 0.8147932438575216, + 0.7216766565111302, + 1.0325076089625134, + 1.0351765461316509, + 0.9787809233141151, + 0.9952912678839302, + 0.9646382079847095, + 0.9376275956128628, + 1.025290058167112, + 1.1238851154497491, + 0.9392938268734667, + 0.9623682791314133, + 0.6383677679060908, + 0.8128844998290236, + 0.9862468382017052, + 0.8444859158500648, + 1.051379690058149, + 0.9861572089261571, + 1.2038176163546097, + 1.2075147493034224, + 1.1662944917994549, + 1.0, + 1.0433698981937496, + 0.9167305702944823, + 1.1576246436005715, + 1.2133555868200756, + 1.2553958063370618, + 1.386742675536984 + ] + ] + }, + "width": 128, + "in_features": 35, + "out_features": 2, + "depth": 4, + "padding": 70, + "parameters": 58887, + "cert_evals": { + "36": 0.5512820482254028, + "72": 0.4326923191547394, + "108": 0.3044871687889099, + "255": 0.05128205195069313 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/cylinder-bands/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/cylinder-bands/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..43bc63c570b3810aa637fd7ad0d7433be1b653a7 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/cylinder-bands/fold_2/result.json @@ -0,0 +1,100 @@ +{ + "best_epoch": 9, + "best_val_acc": 0.6133333333333333, + "test_acc": 0.6634304207119741, + "train_size": 128, + "val_size": 75, + "test_size": 309, + "stats": { + "mean": [ + [ + -0.018113499999999876, + -0.010890906250000026, + 0.004276054687499921, + -0.04560409375000058, + -0.02819989062499964, + 0.003934625000000143, + 0.10796916406250016, + 0.02103777343750001, + -0.02139478124999982, + 0.02002204687499978, + -0.008763656249999825, + -0.04131476562499997, + 0.057528609375000095, + -0.11441537500000004, + -0.051960625, + 0.09099853124999963, + 0.025328648437500097, + 0.06508276609375009, + -0.0463809687499999, + 0.05531756718749999, + 0.048115672656250004, + -0.044416265624999944, + -0.006333254687500049, + 0.07249342484374995, + 0.017864971093750025, + -0.032888132281249996, + -0.005630188515625072, + -0.08849829687500009, + 0.1810991601562506, + -0.03171481484375, + -0.03763525000000013, + 0.012247269375000123, + -0.010699218749999687, + -0.04182582187500004, + 0.0392055468749999 + ] + ], + "std": [ + [ + 1.0014570356459378, + 0.9701723266723137, + 0.976668923366092, + 0.8848220008281984, + 0.8953310490553396, + 0.9995254897694512, + 1.0022604928841146, + 1.1538252271496559, + 1.0317076974392008, + 0.9849764181760653, + 0.9644949026944296, + 0.9682202506697574, + 1.0200144373065265, + 1.024650754456481, + 0.991180532876508, + 1.0231518076189408, + 0.9417295162218619, + 1.1518106310277838, + 1.0373234489917649, + 1.1369455371092343, + 0.9154717541032745, + 1.1226380377592042, + 1.0778851186420637, + 0.9942494651921334, + 0.9650868598248783, + 0.991851813013072, + 0.9883223822673011, + 0.8159153965212675, + 1.7818000158367098, + 0.9958958318550638, + 0.8529177390193199, + 0.9950922963006184, + 1.0386479794315284, + 1.046608837125399, + 0.3263770311133624 + ] + ] + }, + "width": 128, + "in_features": 35, + "out_features": 2, + "depth": 4, + "padding": 70, + "parameters": 58887, + "cert_evals": { + "36": 0.5889967679977417, + "72": 0.4692556858062744, + "108": 0.38511326909065247, + "255": 0.17152103781700134 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/cylinder-bands/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/cylinder-bands/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..88fd61899de26d7e8756844f0cfa1886f4a14249 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/cylinder-bands/fold_3/result.json @@ -0,0 +1,100 @@ +{ + "best_epoch": 53, + "best_val_acc": 0.7432432432432432, + "test_acc": 0.6967741935483871, + "train_size": 128, + "val_size": 74, + "test_size": 310, + "stats": { + "mean": [ + [ + -0.09862528124999967, + 0.07623314062499992, + -0.14967442968749994, + 0.1064100937499999, + 0.08460121875000035, + 0.11412195312500018, + 0.035988921874999975, + 0.02103796874999956, + 0.049922195312500195, + 0.020022046875000005, + 0.07303782812500019, + 0.1706510703124999, + 0.03116200625000013, + 0.10146572656249976, + 0.12004409375000007, + 0.04963468749999977, + -0.09730074531250002, + 0.2519632110937501, + 0.10295269531250012, + -0.017867453124999995, + 0.15167814140624994, + 0.053232843750000036, + 0.05788653593750008, + -0.03172638593750004, + 0.12707835390624983, + -0.07419502420312495, + -0.046009344765625224, + 0.07189192187499989, + -0.012073297656250094, + -0.011471089062500009, + 0.04745321093750001, + -0.06254772593749994, + 0.02904130468750018, + -0.017295875000000013, + -0.045236640625000143 + ] + ], + "std": [ + [ + 0.9681512944811281, + 1.1785922605080716, + 1.1820212062123494, + 1.2342204701284085, + 1.2560999937316328, + 1.0073040155644557, + 0.9422562101157176, + 0.9370712715647449, + 0.8107579850267628, + 0.9849764181760654, + 1.0089890027616917, + 1.0128688585013823, + 1.021806803227722, + 0.9860449137879513, + 0.965560494387225, + 1.0099223731350104, + 1.1411416049886207, + 0.9766554256496787, + 1.078888741266553, + 0.8735915598455525, + 0.9043004878113329, + 0.935916801014639, + 0.9022876021268718, + 1.0095878491602719, + 0.9226412455171137, + 1.103674350946853, + 1.109671652163808, + 1.0892584104797631, + 0.8707774330138579, + 0.9662087759049208, + 0.9327069000527582, + 1.0958735530051178, + 1.0258970951245958, + 1.0635339261419625, + 1.376208872677819 + ] + ] + }, + "width": 128, + "in_features": 35, + "out_features": 2, + "depth": 4, + "padding": 70, + "parameters": 58887, + "cert_evals": { + "36": 0.6193548440933228, + "72": 0.5129032135009766, + "108": 0.44516128301620483, + "255": 0.13225805759429932 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/dermatology/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/dermatology/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..57de34644af937ef53837fb3a65ce6d2dc8fd34e --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/dermatology/fold_0/result.json @@ -0,0 +1,98 @@ +{ + "best_epoch": 12, + "best_val_acc": 1.0, + "test_acc": 0.9400921658986175, + "train_size": 91, + "val_size": 58, + "test_size": 217, + "stats": { + "mean": [ + [ + 0.06255490109890108, + -0.09950824175824165, + 0.06084052747252747, + -0.16717494505494507, + 0.052244340659340686, + 0.0025714945054945153, + -0.02246861538461534, + -0.017277736263736184, + -0.021717483516483508, + 0.03348407692307688, + -0.0475760989010988, + 0.06572261538461521, + 0.08858902197802174, + -0.1041265714285716, + 0.005385186813186856, + -0.035476670329670376, + 0.07677762417582405, + 0.04374145054945071, + 0.1155099230769231, + 0.12043031868131869, + 0.01650943956043959, + 0.07769217582417579, + -0.030356758241758278, + 0.013477208791208829, + 0.015482648351648287, + -0.0034025274725273612, + 0.04002742857142865, + 0.03137470329670338, + 0.008364593406593394, + 0.03786149450549449, + 0.03501758241758232, + 0.19951439560439582, + -0.014634098901098907, + 0.06380519120879125 + ] + ], + "std": [ + [ + 0.9579388217601761, + 1.0149277614583099, + 0.9508267211955849, + 0.9797619817212763, + 0.9779606305193399, + 1.0067406344751444, + 1.0036930400753548, + 0.9655703337016306, + 0.988719482589257, + 1.0387140092945895, + 0.9421816899315113, + 1.108600785818115, + 1.0553627690990925, + 0.8963300954815475, + 1.0312593831866153, + 0.9305276662720072, + 0.9419348744801717, + 1.0024345032706516, + 0.9943938503609722, + 1.126743771486882, + 1.024448001551178, + 1.0936199274871503, + 0.9903178300286889, + 1.0625282108029304, + 1.0022849145804325, + 1.0039785513963642, + 1.0686040527754073, + 1.0117848046592977, + 1.0099891482666616, + 1.032180187104034, + 1.0599064093185755, + 0.98964025727435, + 0.9787453595616104, + 0.9013728009327256 + ] + ] + }, + "width": 128, + "in_features": 34, + "out_features": 6, + "depth": 4, + "padding": 68, + "parameters": 59147, + "cert_evals": { + "36": 0.921658992767334, + "72": 0.8755760192871094, + "108": 0.8248847723007202, + "255": 0.5714285969734192 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/dermatology/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/dermatology/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..1522bf83bee58db503b2468d80871523ca5340e8 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/dermatology/fold_1/result.json @@ -0,0 +1,98 @@ +{ + "best_epoch": 9, + "best_val_acc": 0.9272727272727272, + "test_acc": 0.9590909090909091, + "train_size": 91, + "val_size": 55, + "test_size": 220, + "stats": { + "mean": [ + [ + -0.15234734065934108, + -0.03685075824175817, + 0.024514153846154, + -0.003059032967032986, + 0.0522442747252747, + -0.020386087912087892, + 0.03530865934065939, + -0.043625648351648345, + -0.08879309890109885, + 0.09415389010989002, + -0.04757609890109863, + 0.06572261538461541, + 0.222018769230769, + 0.05758529670329658, + -0.007495417582417526, + -0.08522665934065947, + -0.07745157142857151, + -0.04334439560439563, + -0.12401621978021984, + 0.04764354945054952, + -0.021313461538461483, + 0.0352194725274725, + 0.051580087912087895, + 0.05687082417582426, + 0.041357142857142794, + -0.028813681318681075, + 0.017010725274725334, + -0.04641174945054939, + 0.01987447252747256, + 0.013464769230769122, + -0.009952681318681485, + -0.14857142857142827, + 0.03504902197802198, + 0.07064716813186812 + ] + ], + "std": [ + [ + 1.0799649707740484, + 0.9701819203088585, + 1.0349980862760444, + 0.9962695208080098, + 1.0565723090694727, + 0.956401750666777, + 1.0996255828899324, + 0.9272437132189425, + 0.9338556246970804, + 1.132692340014453, + 0.9421816899315112, + 1.108600785818116, + 1.3507430798011204, + 0.9954000343509968, + 0.9838347974365711, + 1.0051011914402448, + 1.082244925397, + 0.9863336565802372, + 0.8936601742161131, + 1.0709540797521042, + 0.9668866324311055, + 1.0433938478729325, + 1.061517000809812, + 1.0860930768159869, + 1.0492767576804765, + 0.9727826405276763, + 1.0221067222848232, + 0.9644227334697079, + 1.0222445250094454, + 1.1137241387036405, + 0.9325232366107138, + 0.9431871301685265, + 1.0294846104354056, + 0.954054376413069 + ] + ] + }, + "width": 128, + "in_features": 34, + "out_features": 6, + "depth": 4, + "padding": 68, + "parameters": 59147, + "cert_evals": { + "36": 0.8999999761581421, + "72": 0.8181818127632141, + "108": 0.7454545497894287, + "255": 0.4954545199871063 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/dermatology/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/dermatology/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..159f6f60597a982fd950b086bc3633235758dcda --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/dermatology/fold_2/result.json @@ -0,0 +1,98 @@ +{ + "best_epoch": 20, + "best_val_acc": 0.9672131147540983, + "test_acc": 0.9672897196261683, + "train_size": 91, + "val_size": 61, + "test_size": 214, + "stats": { + "mean": [ + [ + 0.1286785934065936, + -0.052514956043955986, + -0.0723557912087912, + -0.03202061538461543, + -0.15349332967032966, + -0.020386153846153894, + -0.09950505494505507, + -0.004103824175824138, + 0.03417917582417588, + 0.08201997802197789, + -0.01447120879120871, + -0.022712967032967008, + -0.04484103296703309, + 0.003681208791208678, + 0.044027285714285734, + 0.04412385714285691, + -0.04660575824175837, + -0.014315659340659313, + -0.02820572527472527, + 0.03724537362637364, + -0.01185779120879114, + -0.039107373626373704, + 0.0024179670329669205, + -0.015451747252747299, + 0.002545351648351576, + 0.08553615384615376, + 0.017010747252747392, + -0.017241828571428485, + 0.008364593406593424, + -0.05972478021978029, + 0.012532417582417426, + 0.1541118681318682, + 0.0052391428571429075, + 0.04806798461538459 + ] + ], + "std": [ + [ + 0.9701280514742756, + 0.9293627837603032, + 0.9985142789172075, + 1.0092809883627014, + 0.9144981766921801, + 0.9688575910999048, + 0.7552905986573396, + 0.9998322435146684, + 1.0704136812401557, + 1.0731541860690452, + 0.9820497437937411, + 0.9606585652114606, + 0.9412251138507225, + 1.032650720921409, + 1.0662219170916833, + 1.0316415589934254, + 0.8883921685550962, + 1.0965763955898655, + 0.9938166856011934, + 1.0449962571399998, + 0.9713151295619376, + 0.916982706185695, + 1.0485354727700578, + 0.9633861656803218, + 0.9854442339078262, + 1.003978327496943, + 1.0338310542422602, + 0.9972909993244929, + 1.0099891482666616, + 0.6769782284640671, + 0.9985019725218273, + 0.9997718075782989, + 1.0050250528703155, + 0.9607093594262002 + ] + ] + }, + "width": 128, + "in_features": 34, + "out_features": 6, + "depth": 4, + "padding": 68, + "parameters": 59147, + "cert_evals": { + "36": 0.9485980868339539, + "72": 0.9345794320106506, + "108": 0.9018691182136536, + "255": 0.7336448431015015 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/dermatology/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/dermatology/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..90413a884611b17f62e88d0ca19e3c9acbf83d6b --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/dermatology/fold_3/result.json @@ -0,0 +1,98 @@ +{ + "best_epoch": 12, + "best_val_acc": 1.0, + "test_acc": 0.9551569506726457, + "train_size": 91, + "val_size": 52, + "test_size": 223, + "stats": { + "mean": [ + [ + -0.05316160439560428, + 0.07280001098901108, + 0.00029673626373637353, + -0.012712835164835188, + 0.028039912087912074, + -0.05482258241758234, + 0.01604945054945059, + 0.009070153846153903, + 0.011820373626373679, + -0.0029178351648351595, + -0.14689076923076905, + -0.02271290109890109, + -0.04484103296703295, + 0.0036813406593406033, + 0.08266931868131823, + 0.054073769230769106, + -0.000336973626373744, + 0.02922736263736266, + 0.043652076923076925, + 0.03724537362637369, + -0.0024020659340658864, + 0.03521959340659338, + 0.0024179780219780282, + 0.056870879120879105, + 0.015482648351648276, + 0.00930285714285733, + 0.017010725274725344, + 0.002204784615384724, + -0.014655186813186854, + 0.0622580769230768, + 0.012532483516483228, + 0.06330681318681318, + -0.004697549450549487, + 0.015909242857142816 + ] + ], + "std": [ + [ + 0.9579387151851927, + 0.9666344534450786, + 0.9971916717551561, + 1.0285803186606315, + 0.9689331448788322, + 0.9145691771687489, + 0.8846614143098532, + 1.0173836013652253, + 0.9964001763067949, + 0.9871125181905619, + 0.8027509230903981, + 0.9299285829647791, + 0.9412251138507224, + 0.9834698643403745, + 1.1391943175030825, + 0.9785493379039759, + 1.017445012936306, + 0.9645207385980711, + 0.9428629894457031, + 1.0449962571399996, + 0.9921708037991144, + 1.033514126697011, + 1.048535468132942, + 1.0684193315579842, + 1.002284914580432, + 0.9595830510736266, + 1.022106722284823, + 1.0153293741790863, + 0.9598175741851003, + 1.1500085669506441, + 1.0435622629094696, + 0.949962818915988, + 1.0144124428718615, + 1.013968145011949 + ] + ] + }, + "width": 128, + "in_features": 34, + "out_features": 6, + "depth": 4, + "padding": 68, + "parameters": 59147, + "cert_evals": { + "36": 0.9327354431152344, + "72": 0.8744394779205322, + "108": 0.8251121640205383, + "255": 0.5829596519470215 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/echocardiogram/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/echocardiogram/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..12166df49133b0cae9277d8e8da35dfcc8aa6adc --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/echocardiogram/fold_0/result.json @@ -0,0 +1,50 @@ +{ + "best_epoch": 13, + "best_val_acc": 0.7, + "test_acc": 0.717948717948718, + "train_size": 33, + "val_size": 20, + "test_size": 78, + "stats": { + "mean": [ + [ + -0.057606475757575756, + -0.15964663636363635, + -0.060374909090909125, + 0.0400295, + 0.10041431515151517, + 0.07715459090909091, + 0.009048404242424318, + 0.011163848484848474, + -0.3499357575757576, + -0.0035744545454545447 + ] + ], + "std": [ + [ + 1.1573831652081632, + 0.8404744208999705, + 0.7381400184555348, + 1.0796554948826975, + 0.8705069277860507, + 1.2129557576954413, + 1.0456434215229085, + 0.9246089519830962, + 1.0989667179647085, + 0.9932372830639454 + ] + ] + }, + "width": 32, + "in_features": 10, + "out_features": 2, + "depth": 4, + "padding": 20, + "parameters": 3911, + "cert_evals": { + "36": 0.5, + "72": 0.3333333432674408, + "108": 0.25641027092933655, + "255": 0.012820512987673283 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/echocardiogram/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/echocardiogram/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..087a9e2b079c6653448c436979c4df4b5a42a9e9 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/echocardiogram/fold_1/result.json @@ -0,0 +1,50 @@ +{ + "best_epoch": 39, + "best_val_acc": 0.782608695652174, + "test_acc": 0.6933333333333334, + "train_size": 33, + "val_size": 23, + "test_size": 75, + "stats": { + "mean": [ + [ + -0.10427761212121212, + -0.08161054545454546, + 0.08791276969696966, + -0.14441026060606058, + 0.09186773939393943, + 0.02212875757575757, + -0.12115638181818184, + 0.13688663636363635, + -0.19213333333333332, + -0.08161054545454546 + ] + ], + "std": [ + [ + 0.8430736384486278, + 0.9233354795587926, + 1.041073713648991, + 0.8385992375905786, + 0.7966783723844354, + 0.8163890823085291, + 0.8747642125794102, + 0.7576737832204337, + 1.0947098909221693, + 0.9233354795587928 + ] + ] + }, + "width": 32, + "in_features": 10, + "out_features": 2, + "depth": 4, + "padding": 20, + "parameters": 3911, + "cert_evals": { + "36": 0.5733333230018616, + "72": 0.5066666603088379, + "108": 0.3733333349227905, + "255": 0.1066666692495346 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/echocardiogram/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/echocardiogram/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..3efcf0b5886e0d1c2bcc7ed964c5fe164c66c283 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/echocardiogram/fold_2/result.json @@ -0,0 +1,50 @@ +{ + "best_epoch": 16, + "best_val_acc": 0.95, + "test_acc": 0.8333333333333334, + "train_size": 33, + "val_size": 20, + "test_size": 78, + "stats": { + "mean": [ + [ + 0.04318501212121217, + -0.08161054545454545, + -0.1960651757575758, + 0.10663209696969696, + -0.039179059090909095, + -0.08327692727272729, + -0.02021858363636361, + -0.027255212121212104, + -0.0343309090909092, + -0.08161054545454542 + ] + ], + "std": [ + [ + 1.1928881057545633, + 0.9233354795587926, + 0.7336788223210056, + 1.0424668853529024, + 1.015206992443095, + 0.7150465728455708, + 0.9871909809630498, + 0.7552585618074782, + 1.0673558137650077, + 0.9233354795587926 + ] + ] + }, + "width": 32, + "in_features": 10, + "out_features": 2, + "depth": 4, + "padding": 20, + "parameters": 3911, + "cert_evals": { + "36": 0.7435897588729858, + "72": 0.5897436141967773, + "108": 0.3717948794364929, + "255": 0.05128205195069313 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/echocardiogram/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/echocardiogram/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..dd74c7cced64e4a62b9b25c914c191a629a44a36 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/echocardiogram/fold_3/result.json @@ -0,0 +1,50 @@ +{ + "best_epoch": 1, + "best_val_acc": 0.6666666666666666, + "test_acc": 0.48314606741573035, + "train_size": 33, + "val_size": 9, + "test_size": 89, + "stats": { + "mean": [ + [ + 0.17818635454545453, + -0.003574454545454491, + 0.09132509090909088, + -0.2657220666666666, + 0.02064670606060603, + 0.008581981818181823, + -0.001812626060606065, + -0.08051203030303035, + 0.005119696969696846, + -0.08161054545454548 + ] + ], + "std": [ + [ + 0.65057027499482, + 0.9932372830639454, + 0.9917679778099099, + 0.9657357364086732, + 0.9330992242935773, + 1.0185738628461445, + 0.9305394942774076, + 0.8664314560759948, + 1.0688129554861598, + 0.9233354795587926 + ] + ] + }, + "width": 32, + "in_features": 10, + "out_features": 2, + "depth": 4, + "padding": 20, + "parameters": 3911, + "cert_evals": { + "36": 0.31460675597190857, + "72": 0.20224718749523163, + "108": 0.07865168899297714, + "255": 0.01123595517128706 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/ecoli/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/ecoli/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..4927e3a2c9dcbd8385e20e81992a9b0a45c889ff --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/ecoli/fold_0/result.json @@ -0,0 +1,44 @@ +{ + "best_epoch": 26, + "best_val_acc": 0.8148148148148148, + "test_acc": 0.8232323232323232, + "train_size": 84, + "val_size": 54, + "test_size": 198, + "stats": { + "mean": [ + [ + 0.013150064285714266, + 0.030534154761904717, + -0.03497671428571443, + -0.05455450000000004, + -0.07806762144047612, + 0.0146216491309523, + 0.00923791428571434 + ] + ], + "std": [ + [ + 0.9944073468449054, + 1.0029903172616768, + 0.8958309259021103, + 1.0, + 1.0494215334470565, + 0.9464416656581703, + 0.9697251209067621 + ] + ] + }, + "width": 32, + "in_features": 7, + "out_features": 8, + "depth": 4, + "padding": 14, + "parameters": 3917, + "cert_evals": { + "36": 0.6868686676025391, + "72": 0.4848484992980957, + "108": 0.38383838534355164, + "255": 0.02525252476334572 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/ecoli/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/ecoli/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..9d6dc5c3550fc3cc0759d946d50e8aca189cb2fd --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/ecoli/fold_1/result.json @@ -0,0 +1,44 @@ +{ + "best_epoch": 65, + "best_val_acc": 0.8771929824561403, + "test_acc": 0.8153846153846154, + "train_size": 84, + "val_size": 57, + "test_size": 195, + "stats": { + "mean": [ + [ + 0.05841213633333324, + 0.009642500000000023, + -0.1049293571428573, + -0.05455450000000004, + -0.13059923814285718, + -0.04276377619047619, + -0.11014530833333327 + ] + ], + "std": [ + [ + 1.0146171837993285, + 1.0844043612606449, + 0.6372989064356027, + 1.0, + 1.1282134026013562, + 0.9791745837868009, + 1.0002488772478277 + ] + ] + }, + "width": 32, + "in_features": 7, + "out_features": 8, + "depth": 4, + "padding": 14, + "parameters": 3917, + "cert_evals": { + "36": 0.7384615540504456, + "72": 0.6358974575996399, + "108": 0.5076923370361328, + "255": 0.0923076942563057 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/ecoli/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/ecoli/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..2c3eafe0c0c169c38e533e1f0603ac4e5d9bc3ce --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/ecoli/fold_2/result.json @@ -0,0 +1,44 @@ +{ + "best_epoch": 47, + "best_val_acc": 0.875, + "test_acc": 0.8163265306122449, + "train_size": 84, + "val_size": 56, + "test_size": 196, + "stats": { + "mean": [ + [ + -0.011315743142857089, + -0.03455130952380979, + -0.03497671428571443, + -0.05455450000000004, + 0.08828174398809528, + -0.05821374880952385, + -0.06637139999999996 + ] + ], + "std": [ + [ + 1.012351652595517, + 1.0330947119577754, + 0.8958309259021106, + 1.0, + 1.0026493882045864, + 0.9566088016671406, + 0.9710783614044303 + ] + ] + }, + "width": 32, + "in_features": 7, + "out_features": 8, + "depth": 4, + "padding": 14, + "parameters": 3917, + "cert_evals": { + "36": 0.7602040767669678, + "72": 0.6275510191917419, + "108": 0.5255101919174194, + "255": 0.12755101919174194 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/ecoli/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/ecoli/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..85f8652e47278d7f1d09f1e156f97cb29ef7dce9 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/ecoli/fold_3/result.json @@ -0,0 +1,44 @@ +{ + "best_epoch": 56, + "best_val_acc": 0.8518518518518519, + "test_acc": 0.8131313131313131, + "train_size": 84, + "val_size": 54, + "test_size": 198, + "stats": { + "mean": [ + [ + -0.17523749880952394, + -0.0650854523809525, + -0.03497671428571443, + -0.05455450000000004, + 0.014348625000000045, + -0.16084512944047624, + -0.12776817619047612 + ] + ], + "std": [ + [ + 1.0115769923283313, + 0.9182494349544681, + 0.8958309259021106, + 1.0, + 1.1277230453570237, + 0.9641663228847202, + 0.9980600835386763 + ] + ] + }, + "width": 32, + "in_features": 7, + "out_features": 8, + "depth": 4, + "padding": 14, + "parameters": 3917, + "cert_evals": { + "36": 0.7323232293128967, + "72": 0.6515151262283325, + "108": 0.5454545617103577, + "255": 0.1262626200914383 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/energy-y1/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/energy-y1/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..bcdb40b5a244955d97855568096acb5de33f017e --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/energy-y1/fold_0/result.json @@ -0,0 +1,46 @@ +{ + "best_epoch": 61, + "best_val_acc": 0.8846153846153846, + "test_acc": 0.8453389830508474, + "train_size": 192, + "val_size": 104, + "test_size": 472, + "stats": { + "mean": [ + [ + 0.04037588177083325, + -0.02897297395833333, + -0.0555741354166667, + -0.0014130312499998996, + -0.01040988541666666, + 0.08845356250000003, + 0.019546906250001692, + 0.12425216145833322 + ] + ], + "std": [ + [ + 1.0503259507282519, + 1.0401598299798114, + 0.9566204676221528, + 1.0115106857597378, + 0.9992947803759471, + 0.9870322434122373, + 0.9626025350664883, + 1.0012373439432847 + ] + ] + }, + "width": 32, + "in_features": 8, + "out_features": 3, + "depth": 4, + "padding": 16, + "parameters": 3816, + "cert_evals": { + "36": 0.8008474707603455, + "72": 0.758474588394165, + "108": 0.7118644118309021, + "255": 0.27542373538017273 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/energy-y1/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/energy-y1/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..377dbe915093f87bcb38b0e2048c0366e9d2615a --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/energy-y1/fold_1/result.json @@ -0,0 +1,46 @@ +{ + "best_epoch": 23, + "best_val_acc": 0.8712121212121212, + "test_acc": 0.8400900900900901, + "train_size": 192, + "val_size": 132, + "test_size": 444, + "stats": { + "mean": [ + [ + -0.035944025000000025, + 0.01883181770833327, + 0.02047402083333334, + 0.008475244791666782, + 2.3129646346357427e-18, + -9.25185853854297e-18, + -0.003910447916664952, + -0.010073338541666126 + ] + ], + "std": [ + [ + 0.9212095277307366, + 0.9229015509828643, + 1.0465139198851874, + 0.9891013465328523, + 0.9993489999999986, + 0.9993506559221339, + 0.9981490715102995, + 0.9882682016149288 + ] + ] + }, + "width": 32, + "in_features": 8, + "out_features": 3, + "depth": 4, + "padding": 16, + "parameters": 3816, + "cert_evals": { + "36": 0.7882882952690125, + "72": 0.7184684872627258, + "108": 0.6599099040031433, + "255": 0.3468468487262726 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/energy-y1/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/energy-y1/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..fd042f7403f80cbc0e95f2817904af8748d9a9af --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/energy-y1/fold_2/result.json @@ -0,0 +1,46 @@ +{ + "best_epoch": 35, + "best_val_acc": 0.8235294117647058, + "test_acc": 0.862144420131291, + "train_size": 192, + "val_size": 119, + "test_size": 457, + "stats": { + "mean": [ + [ + -0.06401001406250006, + 0.06953358854166669, + -4.583333333418871e-07, + 0.0678050677083333, + -0.0624593125, + 0.10707533333333334, + 0.011727677083334845, + -0.026863999999998927 + ] + ], + "std": [ + [ + 0.9971640605357807, + 1.016537043200003, + 0.9590898709257725, + 0.9858397966646458, + 0.997395236645448, + 0.9977770953987608, + 1.0267126976352656, + 1.0236092624260158 + ] + ] + }, + "width": 32, + "in_features": 8, + "out_features": 3, + "depth": 4, + "padding": 16, + "parameters": 3816, + "cert_evals": { + "36": 0.7833698391914368, + "72": 0.7067833542823792, + "108": 0.5951859951019287, + "255": 0.07221006602048874 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/energy-y1/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/energy-y1/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..a68b8bb4a46c692f6098c3c64f3557d570e9c679 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/energy-y1/fold_3/result.json @@ -0,0 +1,46 @@ +{ + "best_epoch": 27, + "best_val_acc": 0.868421052631579, + "test_acc": 0.8614718614718615, + "train_size": 192, + "val_size": 114, + "test_size": 462, + "stats": { + "mean": [ + [ + -0.09306050364583336, + 0.10140363020833336, + 0.038023541666666646, + 0.08051876041666675, + -0.06245931250000001, + 4.166666664589166e-08, + 0.16615551562499892, + 0.11081956770833301 + ] + ], + "std": [ + [ + 1.0103381574343495, + 1.0260340528127347, + 0.9660180839931469, + 0.9757962633490739, + 0.997395236645448, + 0.9993506559221341, + 0.9513965888850403, + 0.9859377713172496 + ] + ] + }, + "width": 32, + "in_features": 8, + "out_features": 3, + "depth": 4, + "padding": 16, + "parameters": 3816, + "cert_evals": { + "36": 0.7965368032455444, + "72": 0.7337662577629089, + "108": 0.6601731777191162, + "255": 0.08874458819627762 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/energy-y2/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/energy-y2/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..cce8036d1f7eab53dbb8cefb16b0870a965ccadd --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/energy-y2/fold_0/result.json @@ -0,0 +1,46 @@ +{ + "best_epoch": 10, + "best_val_acc": 0.9224137931034483, + "test_acc": 0.8826086956521739, + "train_size": 192, + "val_size": 116, + "test_size": 460, + "stats": { + "mean": [ + [ + 0.0009850791666666432, + 0.010139916666666622, + 0.032173687500000006, + -0.005650822916666537, + 0.010409885416666669, + -0.06052093749999998, + -0.02541311979166509, + 0.0537312500000005 + ] + ], + "std": [ + [ + 1.0456101033083376, + 1.0498619980358046, + 0.9456106661428212, + 0.9965179021332218, + 0.999294780375947, + 1.0222397484588055, + 1.030433216371699, + 0.995731298264168 + ] + ] + }, + "width": 32, + "in_features": 8, + "out_features": 3, + "depth": 4, + "padding": 16, + "parameters": 3816, + "cert_evals": { + "36": 0.7130434513092041, + "72": 0.5826086401939392, + "108": 0.428260862827301, + "255": 0.06956521421670914 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/energy-y2/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/energy-y2/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..2600ebd59f98073c9299dd45b934d2905decde74 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/energy-y2/fold_1/result.json @@ -0,0 +1,46 @@ +{ + "best_epoch": 47, + "best_val_acc": 0.8688524590163934, + "test_acc": 0.8546255506607929, + "train_size": 192, + "val_size": 122, + "test_size": 454, + "stats": { + "mean": [ + [ + 0.07533532916666669, + -0.059394307291666594, + -0.017550052083333306, + -0.04944196875000006, + 0.031229656250000005, + -0.004655374999999985, + 0.06255218750000145, + 1.1510416676625372e-06 + ] + ], + "std": [ + [ + 1.0729275910612097, + 1.0653863321722707, + 0.9433869502795601, + 1.0190501631365936, + 0.998860917431203, + 0.9951670891648171, + 1.0163359360027204, + 1.0396997731000648 + ] + ] + }, + "width": 32, + "in_features": 8, + "out_features": 3, + "depth": 4, + "padding": 16, + "parameters": 3816, + "cert_evals": { + "36": 0.8171805739402771, + "72": 0.7907488942146301, + "108": 0.7356827855110168, + "255": 0.5991189479827881 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/energy-y2/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/energy-y2/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..c018ec1b2ec907e5c95c86b68f171e77b4d8732f --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/energy-y2/fold_2/result.json @@ -0,0 +1,46 @@ +{ + "best_epoch": 50, + "best_val_acc": 0.8360655737704918, + "test_acc": 0.8568281938325991, + "train_size": 192, + "val_size": 122, + "test_size": 454, + "stats": { + "mean": [ + [ + -0.0004920619791667415, + 0.007242729166666742, + -0.020474875000000007, + 0.016951052083333352, + 2.3129646346357427e-18, + 0.004655458333333339, + 0.11924057812500127, + 0.06380555208333295 + ] + ], + "std": [ + [ + 1.0283618263304504, + 1.0335770524750947, + 0.8923225124501564, + 0.9833589680412395, + 0.9993489999999986, + 1.0280747733173587, + 0.9999909373553216, + 0.955311666538388 + ] + ] + }, + "width": 32, + "in_features": 8, + "out_features": 3, + "depth": 4, + "padding": 16, + "parameters": 3816, + "cert_evals": { + "36": 0.825991153717041, + "72": 0.8017621040344238, + "108": 0.742290735244751, + "255": 0.526431679725647 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/energy-y2/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/energy-y2/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..db8b4ea8e72f48682762b59d9534f067bd770acb --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/energy-y2/fold_3/result.json @@ -0,0 +1,46 @@ +{ + "best_epoch": 11, + "best_val_acc": 0.7964601769911505, + "test_acc": 0.8077753779697624, + "train_size": 192, + "val_size": 113, + "test_size": 463, + "stats": { + "mean": [ + [ + -0.045791585416666704, + 0.053598781249999984, + 0.038023489583333334, + 0.0339023333333334, + -0.04163954166666667, + 0.013966291666666672, + 0.03909468750000155, + 0.06716386458333357 + ] + ], + "std": [ + [ + 1.0190772752310013, + 1.0258162287916472, + 1.0141309105461986, + 1.0041302689502694, + 0.998481132706467, + 0.9782096135772306, + 0.997298911424109, + 1.0244022864972453 + ] + ] + }, + "width": 32, + "in_features": 8, + "out_features": 3, + "depth": 4, + "padding": 16, + "parameters": 3816, + "cert_evals": { + "36": 0.699783980846405, + "72": 0.6198703646659851, + "108": 0.5464362502098083, + "255": 0.008639308623969555 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/fertility/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/fertility/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..e25a32b1048aac98ab41e39cb82be64949601086 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/fertility/fold_0/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 30, + "best_val_acc": 0.6666666666666666, + "test_acc": 0.5614035087719298, + "train_size": 25, + "val_size": 18, + "test_size": 57, + "stats": { + "mean": [ + [ + -0.050080199999999984, + -0.12364147839999998, + 0.14793016000000006, + -0.32071263999999977, + 0.1791338, + -0.12053400000000013, + 0.5731312000000003, + -0.16074628000000002, + 0.03862860000000002 + ] + ], + "std": [ + [ + 1.0236052735742232, + 0.8512034434759349, + 0.8026475169365781, + 0.9000012058569202, + 0.9750796495625166, + 0.7418187080757671, + 0.7460504646830267, + 0.9966002512278438, + 0.8297482471350933 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 2, + "depth": 4, + "padding": 18, + "parameters": 3847, + "cert_evals": { + "36": 0.42105263471603394, + "72": 0.35087719559669495, + "108": 0.28070175647735596, + "255": 0.017543859779834747 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/fertility/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/fertility/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..add93591732c51abf7d3dd1b0fafbce6907b7559 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/fertility/fold_1/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 1, + "best_val_acc": 0.7142857142857143, + "test_acc": 0.47540983606557374, + "train_size": 25, + "val_size": 14, + "test_size": 61, + "stats": { + "mean": [ + [ + 0.08396883999999995, + 0.0741850816, + -0.08875767999999994, + 0.16035823999999999, + -0.2985557199999999, + 0.017217679999999954, + -0.28656639999999994, + -0.012364960000000034, + 7.200000000029405e-07 + ] + ], + "std": [ + [ + 0.9493769176881722, + 1.0402868069724176, + 1.0846399428755964, + 1.0014288942292522, + 0.95537904, + 1.089027811624688, + 1.008650391054026, + 0.9817617018642958, + 0.9407763787630519 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 2, + "depth": 4, + "padding": 18, + "parameters": 3847, + "cert_evals": { + "36": 0.32786881923675537, + "72": 0.21311473846435547, + "108": 0.1147540956735611, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/fertility/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/fertility/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..af1051a586ba2207f7f44f7446ebc874dd62cc01 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/fertility/fold_2/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 57, + "best_val_acc": 0.65, + "test_acc": 0.7272727272727273, + "train_size": 25, + "val_size": 20, + "test_size": 55, + "stats": { + "mean": [ + [ + -0.15099352, + 0.04121466079999998, + 0.029586240000000055, + 0.16035823999999999, + -0.059710959999999924, + 0.29272248000000006, + 0.09552136000000001, + -0.25966716, + -0.27897695999999994 + ] + ], + "std": [ + [ + 0.9753651401849921, + 1.00304651742069, + 0.9614305510351658, + 1.001428894229252, + 0.9943900320852971, + 0.9593333711047946, + 0.911221690762852, + 0.8623722386522275, + 0.6562133354788506 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 2, + "depth": 4, + "padding": 18, + "parameters": 3847, + "cert_evals": { + "36": 0.6727272272109985, + "72": 0.581818163394928, + "108": 0.49090906977653503, + "255": 0.145454540848732 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/fertility/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/fertility/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..8d014efabf96e70ee510e5835e9ea5f3fb8dcd19 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/fertility/fold_3/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 1, + "best_val_acc": 0.45454545454545453, + "test_acc": 0.6875, + "train_size": 25, + "val_size": 11, + "test_size": 64, + "stats": { + "mean": [ + [ + -0.05008016, + 0.16980184160000003, + 0.029586240000000055, + -0.08017719999999987, + -0.13932587999999993, + 0.22384639999999986, + -0.19104464, + 0.23493724, + -0.28326872000000003 + ] + ], + "std": [ + [ + 0.967192993888714, + 1.0029056548149258, + 0.9614305510351658, + 0.981981821759731, + 0.9879951745516705, + 0.9393450743392652, + 0.9552200000001204, + 1.0881296800000002, + 0.6448658384270962 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 2, + "depth": 4, + "padding": 18, + "parameters": 3847, + "cert_evals": { + "36": 0.625, + "72": 0.5, + "108": 0.40625, + "255": 0.140625 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/flags/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/flags/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..f82dcd5637153e1a07a58ef010e7be3bdb7cf566 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/flags/fold_0/result.json @@ -0,0 +1,86 @@ +{ + "best_epoch": 34, + "best_val_acc": 0.5555555555555556, + "test_acc": 0.453781512605042, + "train_size": 48, + "val_size": 27, + "test_size": 119, + "stats": { + "mean": [ + [ + 0.2352414791666667, + -0.14561693750000007, + 0.1764680979166667, + 0.11582924333333333, + 0.0278278833333333, + 0.04467812499999988, + -0.14742766666666676, + -0.14850950000000007, + 0.10914166666666664, + 0.020176562500000023, + -0.14527287500000005, + -0.021462375000000023, + -0.005958499999999978, + -0.18136456250000013, + -0.1484010833333332, + -0.13407733333333335, + -0.14238879166666651, + -0.06353299999999999, + 0.039132958333333315, + 0.23061385416666677, + 0.16322545416666676, + 0.20470881250000014, + -0.04084762500000006, + -0.005915999999999931, + -0.08552499999999989, + 0.003115083333333317, + -0.00012200000000005262, + 0.016370875000000003 + ] + ], + "std": [ + [ + 0.9423798810959939, + 0.9424971000607776, + 1.1257258803436931, + 1.5640772168523231, + 0.9974256598053217, + 1.129307049644929, + 1.052031616542435, + 0.7965270829416287, + 0.9104918487062668, + 0.9984666452987403, + 0.9898063223282548, + 0.9958585433814053, + 1.0008837456871553, + 0.8789136023594675, + 0.8091964732150918, + 0.9827727342487288, + 0.6596688427296609, + 0.858146791992489, + 1.050181614737104, + 1.5175473203808312, + 0.8994410282874392, + 1.317453200121319, + 0.9530138431587623, + 0.994027422565394, + 0.9275008724551151, + 1.0021317232904448, + 0.9667438830883966, + 0.9280632223285767 + ] + ] + }, + "width": 128, + "in_features": 28, + "out_features": 8, + "depth": 4, + "padding": 56, + "parameters": 57869, + "cert_evals": { + "36": 0.32773110270500183, + "72": 0.2857142984867096, + "108": 0.21848741173744202, + "255": 0.06722689419984818 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/flags/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/flags/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..2311730e4c5e57a4b523284af368d8861df9a253 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/flags/fold_1/result.json @@ -0,0 +1,86 @@ +{ + "best_epoch": 19, + "best_val_acc": 0.4482758620689655, + "test_acc": 0.3333333333333333, + "train_size": 48, + "val_size": 29, + "test_size": 117, + "stats": { + "mean": [ + [ + 0.19499710416666668, + -0.0022983958333333797, + -0.02790886250000002, + 0.11650907499999995, + -0.06750504166666671, + -0.11583450000000012, + -0.10268268750000005, + 0.02775170833333333, + 0.26183579166666643, + -0.02146237499999999, + -0.14527287500000005, + 0.27001018749999983, + -0.10226858333333351, + 0.10011306249999985, + -0.3313875208333335, + -0.17088533333333333, + -0.18737783333333316, + -0.06353299999999996, + 0.03913295833333332, + -0.008377395833333351, + -0.026332812499999955, + -0.15468943749999978, + 0.07922083333333325, + 0.13755950000000008, + -0.03367612499999993, + 0.07865360416666665, + 0.0827322729166666, + -0.1398202291666666 + ] + ], + "std": [ + [ + 1.0149211380035321, + 1.0106590573641523, + 0.800987362794606, + 1.5710238762349773, + 0.9911412389198323, + 0.8417359860573123, + 0.7550650019137193, + 0.8454707572998891, + 0.7463117905961775, + 0.9958585433814053, + 0.9898063223282548, + 0.9774069853377493, + 1.0506189728199082, + 1.04374696833814, + 0.41816393735262497, + 0.8196612593038392, + 0.596847083543995, + 0.8581467919924893, + 1.050181614737104, + 0.8097533539243018, + 0.6013621428718394, + 0.6159775664971462, + 1.073924939147738, + 1.064042786035294, + 0.9713883617826264, + 1.1076121378365742, + 1.021768139613268, + 0.8455337132759265 + ] + ] + }, + "width": 128, + "in_features": 28, + "out_features": 8, + "depth": 4, + "padding": 56, + "parameters": 57869, + "cert_evals": { + "36": 0.23076924681663513, + "72": 0.14529915153980255, + "108": 0.10256411135196686, + "255": 0.025641027837991714 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/flags/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/flags/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..9059c26e9c29b846e082430db5d14024e776e44a --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/flags/fold_2/result.json @@ -0,0 +1,86 @@ +{ + "best_epoch": 28, + "best_val_acc": 0.4230769230769231, + "test_acc": 0.35, + "train_size": 48, + "val_size": 26, + "test_size": 120, + "stats": { + "mean": [ + [ + 0.0340199583333333, + 0.10917162499999984, + -0.07162090208333334, + 0.06506778333333332, + -0.10921322916666676, + 0.12493452083333324, + 0.013654270833333296, + 0.15594170833333318, + -0.04355245833333338, + -0.021462374999999978, + 0.104134875, + 0.02017656249999995, + 0.1385066249999999, + 0.053200124999999876, + 0.09558083333333343, + 0.3076187916666668, + 0.17253487500000028, + 0.15269966666666668, + 0.1823765416666667, + 0.13501729166666662, + 0.262743825, + -0.06483987499999996, + 0.19928929166666667, + -0.1015663333333332, + -0.03367612499999994, + 0.07865360416666677, + 0.23660444999999997, + 0.06843458333333337 + ] + ], + "std": [ + [ + 1.0728446319744602, + 1.004997765945125, + 0.6738313483909325, + 1.1276322526496132, + 0.9889360364810051, + 1.0737570402474663, + 1.2301542970075396, + 1.0335005003320021, + 1.0268293591046207, + 0.9958585433814053, + 0.9898063223282548, + 0.9984666452987404, + 0.9021844164633743, + 1.0235194592787966, + 1.0911203018947113, + 1.043398618770709, + 1.428359917728367, + 1.0537876663148145, + 1.2133500974257005, + 0.931759019467099, + 1.699034990837401, + 0.8618067283867119, + 1.170282570673264, + 0.9322841280124254, + 0.9713883617826267, + 1.1076121378365744, + 1.009283746545842, + 1.0092164745858712 + ] + ] + }, + "width": 128, + "in_features": 28, + "out_features": 8, + "depth": 4, + "padding": 56, + "parameters": 57869, + "cert_evals": { + "36": 0.2916666865348816, + "72": 0.25, + "108": 0.2083333432674408, + "255": 0.07500000298023224 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/flags/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/flags/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..a6b005ce5b97f4a07bc08e96b944f8f5262d2e67 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/flags/fold_3/result.json @@ -0,0 +1,86 @@ +{ + "best_epoch": 11, + "best_val_acc": 0.22580645161290322, + "test_acc": 0.28695652173913044, + "train_size": 48, + "val_size": 31, + "test_size": 115, + "stats": { + "mean": [ + [ + 0.060849604166666675, + -0.11376839583333333, + -0.09783850416666667, + -0.09356036875000003, + 0.22445235416666667, + 0.024614104166666605, + 0.0762974583333333, + 0.09184660416666661, + -0.14534854166666666, + -0.021462374999999978, + 0.18727079166666663, + 0.061815500000000016, + 0.042196541666666705, + 0.10011306249999992, + -0.08740560416666669, + 0.0008853750000000308, + -0.1423887916666665, + -0.06353283333333333, + -0.10411062500000007, + -0.056175625000000166, + 0.25800489583333336, + -0.15468943749999986, + 0.07922083333333328, + -0.10156633333333316, + -0.08552499999999985, + 0.0031150833333333725, + -0.1421576375, + 0.0684342083333334 + ] + ], + "std": [ + [ + 1.0293582077836319, + 0.9794406225141076, + 0.6268224867254953, + 0.3684227553507345, + 1.025591356541465, + 1.1118837703058688, + 1.0365020313045694, + 1.0275207215403601, + 1.0856923338143685, + 0.9958585433814053, + 0.9757408637342995, + 0.9993344999999996, + 0.9714914160365958, + 1.0437469683381402, + 0.8943692877865511, + 1.023515389848972, + 0.6596688427296608, + 1.0084428269148291, + 0.8321700190516114, + 0.7587733649056444, + 1.7047553305488228, + 0.615977566497146, + 1.073924939147738, + 0.9322841280124254, + 0.9275008724551151, + 1.0021317232904448, + 0.8580294890796403, + 1.071739861024061 + ] + ] + }, + "width": 128, + "in_features": 28, + "out_features": 8, + "depth": 4, + "padding": 56, + "parameters": 57869, + "cert_evals": { + "36": 0.19130434095859528, + "72": 0.06086956337094307, + "108": 0.0260869562625885, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/glass/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/glass/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..74205bf59805ccf38f20cc2af28a916957cdb4ab --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/glass/fold_0/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 32, + "best_val_acc": 0.43243243243243246, + "test_acc": 0.4032258064516129, + "train_size": 53, + "val_size": 37, + "test_size": 124, + "stats": { + "mean": [ + [ + 0.012939788679245282, + 0.04699466943396226, + 0.04250909433962263, + -0.01625201207547179, + -0.03750319433962267, + -0.18787082075471698, + 0.06524139433962263, + -0.040507150943396124, + -0.2307195471698114 + ] + ], + "std": [ + [ + 0.801738486196533, + 0.8467082620054888, + 0.9820084649167357, + 0.9338214241369891, + 0.8598618475288062, + 0.3955791139166082, + 0.8724031270593463, + 0.8657099216828293, + 0.7013424696367202 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 6, + "depth": 4, + "padding": 18, + "parameters": 3979, + "cert_evals": { + "36": 0.16935482621192932, + "72": 0.12903225421905518, + "108": 0.10483870655298233, + "255": 0.016129031777381897 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/glass/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/glass/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..16e3b2b8f21bfe35ce2edbd6f44dbfadc7bb60c4 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/glass/fold_1/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 67, + "best_val_acc": 0.6333333333333333, + "test_acc": 0.3969465648854962, + "train_size": 53, + "val_size": 30, + "test_size": 131, + "stats": { + "mean": [ + [ + -0.06851211245283018, + -0.15009423962264148, + 0.02275701132075471, + -0.11148559811320762, + 0.16614626415094338, + 0.138459841509434, + -0.08099267547169811, + 0.036904622641509635, + -0.12809118867924535 + ] + ], + "std": [ + [ + 0.8515731555985958, + 0.9581970001358434, + 0.9640671504859841, + 0.9248622429706228, + 0.9755758770264732, + 1.357781655818288, + 0.8022445220282372, + 1.1525134057528226, + 0.8492428385949199 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 6, + "depth": 4, + "padding": 18, + "parameters": 3979, + "cert_evals": { + "36": 0.3129771053791046, + "72": 0.19083969295024872, + "108": 0.17557251453399658, + "255": 0.04580152779817581 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/glass/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/glass/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..a2cf5aff2196bb2e4683e197d6fb240b4a9fe2c7 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/glass/fold_2/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 47, + "best_val_acc": 0.38461538461538464, + "test_acc": 0.35555555555555557, + "train_size": 53, + "val_size": 26, + "test_size": 135, + "stats": { + "mean": [ + [ + 0.17342035830188673, + 0.10083030188679246, + -0.0808434981132076, + -0.019653658490565933, + -0.19072764905660378, + 0.02794728113207545, + 0.12344338867924527, + -0.06403424528301871, + 0.22045922641509424 + ] + ], + "std": [ + [ + 1.2137577085998512, + 0.8431029761509528, + 1.0333305367739407, + 1.0160914345283907, + 1.0137208401349003, + 1.2887142840709145, + 1.1306321303495666, + 0.9397607053756946, + 1.2490718777482173 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 6, + "depth": 4, + "padding": 18, + "parameters": 3979, + "cert_evals": { + "36": 0.2222222238779068, + "72": 0.15555554628372192, + "108": 0.08148147910833359, + "255": 0.014814814552664757 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/glass/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/glass/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..789327c713a4f4f4e28bbcd3fe24a249246c91a9 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/glass/fold_3/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 42, + "best_val_acc": 0.5714285714285714, + "test_acc": 0.5338345864661654, + "train_size": 53, + "val_size": 28, + "test_size": 133, + "stats": { + "mean": [ + [ + -0.09789963037735849, + -0.25360606113207534, + -0.0009194132075472026, + 0.04837090226415086, + 0.10451545471698113, + 0.3782897773584904, + -0.08351155283018871, + -0.02570778301886777, + 0.11976666037735839 + ] + ], + "std": [ + [ + 0.9830235331660265, + 0.9613168258565478, + 1.0022618468949342, + 0.9817559883419383, + 1.0203488325490284, + 1.7842263867081236, + 1.0422858738909424, + 0.9054813684433138, + 1.1073266176346976 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 6, + "depth": 4, + "padding": 18, + "parameters": 3979, + "cert_evals": { + "36": 0.29323309659957886, + "72": 0.15789474546909332, + "108": 0.09022556245326996, + "255": 0.007518797181546688 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/haberman-survival/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/haberman-survival/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..ced2f378fbc4c0d6e9a6134389b5cc2ff966fcbb --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/haberman-survival/fold_0/result.json @@ -0,0 +1,36 @@ +{ + "best_epoch": 16, + "best_val_acc": 0.7391304347826086, + "test_acc": 0.7282608695652174, + "train_size": 76, + "val_size": 46, + "test_size": 184, + "stats": { + "mean": [ + [ + 0.056303715789473636, + 0.11814425789473684, + 0.07505885618421046 + ] + ], + "std": [ + [ + 1.071529133459213, + 0.9640121301272397, + 1.1153002449883138 + ] + ] + }, + "width": 32, + "in_features": 3, + "out_features": 2, + "depth": 4, + "padding": 10, + "parameters": 3463, + "cert_evals": { + "36": 0.135869562625885, + "72": 0.010869565419852734, + "108": 0.005434782709926367, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/haberman-survival/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/haberman-survival/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..b3fb437dc544e3d194d111c315b10f95e3ad79bb --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/haberman-survival/fold_1/result.json @@ -0,0 +1,36 @@ +{ + "best_epoch": 1, + "best_val_acc": 0.813953488372093, + "test_acc": 0.6844919786096256, + "train_size": 76, + "val_size": 43, + "test_size": 187, + "stats": { + "mean": [ + [ + 0.10623882105263147, + 0.09384808421052634, + 0.007344408815789407 + ] + ], + "std": [ + [ + 1.0605035134671559, + 1.0869710980458733, + 1.1078408305262222 + ] + ] + }, + "width": 32, + "in_features": 3, + "out_features": 2, + "depth": 4, + "padding": 10, + "parameters": 3463, + "cert_evals": { + "36": 0.4171123206615448, + "72": 0.1818181872367859, + "108": 0.04812834411859512, + "255": 0.005347593687474728 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/haberman-survival/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/haberman-survival/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..acbab9ea94642b39a8f939e71c2691b449bc501b --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/haberman-survival/fold_2/result.json @@ -0,0 +1,36 @@ +{ + "best_epoch": 55, + "best_val_acc": 0.8867924528301887, + "test_acc": 0.6949152542372882, + "train_size": 76, + "val_size": 53, + "test_size": 177, + "stats": { + "mean": [ + [ + 0.06604734605263156, + -0.015483576315789458, + 0.01100456263157891 + ] + ], + "std": [ + [ + 1.0531764871263751, + 0.9959949318361989, + 0.8640777726923776 + ] + ] + }, + "width": 32, + "in_features": 3, + "out_features": 2, + "depth": 4, + "padding": 10, + "parameters": 3463, + "cert_evals": { + "36": 0.604519784450531, + "72": 0.17514124512672424, + "108": 0.016949152573943138, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/haberman-survival/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/haberman-survival/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..81f440322718513e29c33f0bcf753f2dad587df6 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/haberman-survival/fold_3/result.json @@ -0,0 +1,36 @@ +{ + "best_epoch": 2, + "best_val_acc": 0.5945945945945946, + "test_acc": 0.6735751295336787, + "train_size": 76, + "val_size": 37, + "test_size": 193, + "stats": { + "mean": [ + [ + -0.03016957763157897, + -0.13291423947368405, + 0.01283475092105254 + ] + ], + "std": [ + [ + 1.0380766725977404, + 1.0963438485094303, + 1.0823191968380823 + ] + ] + }, + "width": 32, + "in_features": 3, + "out_features": 2, + "depth": 4, + "padding": 10, + "parameters": 3463, + "cert_evals": { + "36": 0.3834196925163269, + "72": 0.18652848899364471, + "108": 0.05699481815099716, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/hayes-roth/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/hayes-roth/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..663f055823b2503364a4dc50336dfeee626dda09 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/hayes-roth/fold_0/result.json @@ -0,0 +1,36 @@ +{ + "best_epoch": 14, + "best_val_acc": 0.7058823529411765, + "test_acc": 0.5612244897959183, + "train_size": 28, + "val_size": 34, + "test_size": 98, + "stats": { + "mean": [ + [ + -2.0777030889413645e-15, + -2.0142617732484982e-15, + -2.0142617732484982e-15 + ] + ], + "std": [ + [ + 0.9711863730167035, + 0.9711863730167036, + 0.9711863730167035 + ] + ] + }, + "width": 32, + "in_features": 3, + "out_features": 3, + "depth": 4, + "padding": 10, + "parameters": 3496, + "cert_evals": { + "36": 0.3265306055545807, + "72": 0.19387754797935486, + "108": 0.030612245202064514, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/hayes-roth/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/hayes-roth/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..3c1ce267089e4680d58985b9a5bd54ace63bd0f6 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/hayes-roth/fold_1/result.json @@ -0,0 +1,36 @@ +{ + "best_epoch": 6, + "best_val_acc": 0.6, + "test_acc": 0.4392523364485981, + "train_size": 28, + "val_size": 25, + "test_size": 107, + "stats": { + "mean": [ + [ + -2.0777030889413645e-15, + -2.0142617732484982e-15, + -2.0142617732484982e-15 + ] + ], + "std": [ + [ + 0.9711863730167035, + 0.9711863730167036, + 0.9711863730167035 + ] + ] + }, + "width": 32, + "in_features": 3, + "out_features": 3, + "depth": 4, + "padding": 10, + "parameters": 3496, + "cert_evals": { + "36": 0.1682242900133133, + "72": 0.13084112107753754, + "108": 0.037383176386356354, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/hayes-roth/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/hayes-roth/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..b15d66a365116f84f517a74bf4d21389f6f44312 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/hayes-roth/fold_2/result.json @@ -0,0 +1,36 @@ +{ + "best_epoch": 46, + "best_val_acc": 0.6071428571428571, + "test_acc": 0.5576923076923077, + "train_size": 28, + "val_size": 28, + "test_size": 104, + "stats": { + "mean": [ + [ + -2.0777030889413645e-15, + -2.0142617732484982e-15, + -2.0142617732484982e-15 + ] + ], + "std": [ + [ + 0.9711863730167035, + 0.9711863730167036, + 0.9711863730167035 + ] + ] + }, + "width": 32, + "in_features": 3, + "out_features": 3, + "depth": 4, + "padding": 10, + "parameters": 3496, + "cert_evals": { + "36": 0.25, + "72": 0.17307692766189575, + "108": 0.02884615585207939, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/hayes-roth/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/hayes-roth/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..7bba4f1e956bc9224e8a7d1e6fe34fc445b4b22c --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/hayes-roth/fold_3/result.json @@ -0,0 +1,36 @@ +{ + "best_epoch": 3, + "best_val_acc": 0.42857142857142855, + "test_acc": 0.375, + "train_size": 28, + "val_size": 28, + "test_size": 104, + "stats": { + "mean": [ + [ + -2.0777030889413645e-15, + -2.0142617732484982e-15, + -2.0142617732484982e-15 + ] + ], + "std": [ + [ + 0.9711863730167035, + 0.9711863730167036, + 0.9711863730167035 + ] + ] + }, + "width": 32, + "in_features": 3, + "out_features": 3, + "depth": 4, + "padding": 10, + "parameters": 3496, + "cert_evals": { + "36": 0.18269231915473938, + "72": 0.16346155107021332, + "108": 0.07692307978868484, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/heart-cleveland/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/heart-cleveland/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..b2fb259bbdbd920666e0c8aba488338e32b63d2c --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/heart-cleveland/fold_0/result.json @@ -0,0 +1,56 @@ +{ + "best_epoch": 22, + "best_val_acc": 0.5925925925925926, + "test_acc": 0.5086705202312138, + "train_size": 76, + "val_size": 54, + "test_size": 173, + "stats": { + "mean": [ + [ + 0.025679380263157865, + 0.06560718421052641, + -0.04165710526315796, + 0.12079876315789474, + -0.05836617236842103, + 0.21103164473684244, + 0.009953435000000009, + -0.04552891578947369, + -0.07930921052631572, + 0.018019449999999958, + -0.1633495263157895, + 0.1490460526315791, + 0.1173184736842107 + ] + ], + "std": [ + [ + 0.8936682722687875, + 0.9705101476202265, + 1.0410809532354568, + 0.9713482365754217, + 1.0046131234392313, + 1.1698900228292355, + 0.991743905598925, + 1.063967410026795, + 0.9653541002995567, + 0.9670845428420584, + 0.8530269008877411, + 1.0419737091060064, + 0.9887800977718967 + ] + ] + }, + "width": 64, + "in_features": 13, + "out_features": 5, + "depth": 4, + "padding": 26, + "parameters": 14538, + "cert_evals": { + "36": 0.42774564027786255, + "72": 0.35260114073753357, + "108": 0.2601155936717987, + "255": 0.06358381360769272 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/heart-cleveland/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/heart-cleveland/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..3e475175d7d81c6eb65a4ed1141a96dbb9f27a6c --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/heart-cleveland/fold_1/result.json @@ -0,0 +1,56 @@ +{ + "best_epoch": 23, + "best_val_acc": 0.46511627906976744, + "test_acc": 0.43478260869565216, + "train_size": 76, + "val_size": 43, + "test_size": 184, + "stats": { + "mean": [ + [ + -0.2101489736842105, + 0.09376453947368439, + -0.1649965789473685, + -0.03545365789473685, + -0.1381618, + 0.02633263157894729, + -0.1355152364473684, + -0.028272514473684226, + 0.060729605263158, + -0.12137016052631582, + 0.02882180263157893, + -0.062184184210526385, + -0.10297684210526317 + ] + ], + "std": [ + [ + 0.9630708106281646, + 0.9569359106048417, + 1.0685892850045124, + 0.9716813782156916, + 0.8933102337559928, + 1.0237058396713807, + 0.987768251139324, + 1.0505795881681008, + 1.018728244712418, + 0.800844776889746, + 0.9838325491030496, + 0.9678759361024273, + 0.9824728943441249 + ] + ] + }, + "width": 64, + "in_features": 13, + "out_features": 5, + "depth": 4, + "padding": 26, + "parameters": 14538, + "cert_evals": { + "36": 0.33695653080940247, + "72": 0.2554347813129425, + "108": 0.16847826540470123, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/heart-cleveland/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/heart-cleveland/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..248fcb21116585bd5c227f67371772c28b7bc8b8 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/heart-cleveland/fold_2/result.json @@ -0,0 +1,56 @@ +{ + "best_epoch": 17, + "best_val_acc": 0.5789473684210527, + "test_acc": 0.5294117647058824, + "train_size": 76, + "val_size": 57, + "test_size": 170, + "stats": { + "mean": [ + [ + 0.009666096052631561, + 0.12192189473684223, + -0.04165730263157901, + -0.053396460526315796, + 0.009485552631578952, + -0.08448677631578952, + -0.12229084131578946, + 0.029248118421052637, + 0.0887373684210527, + 0.14607715657894724, + 0.007469368421052609, + 0.13496389473684212, + -0.016193828947368444 + ] + ], + "std": [ + [ + 0.991747257977119, + 0.9423253440641232, + 1.054702252215874, + 1.01578753443219, + 0.912628998922061, + 0.9070959475884481, + 0.9828872816770845, + 1.0215811465249889, + 1.026781557739585, + 1.110916508206595, + 1.0555936285886078, + 1.1293737151568792, + 0.9751655205627294 + ] + ] + }, + "width": 64, + "in_features": 13, + "out_features": 5, + "depth": 4, + "padding": 26, + "parameters": 14538, + "cert_evals": { + "36": 0.43529412150382996, + "72": 0.3117647171020508, + "108": 0.25294119119644165, + "255": 0.0235294122248888 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/heart-cleveland/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/heart-cleveland/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..9848beb9d63db86a5b07a61f0a515f414d9ccd9d --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/heart-cleveland/fold_3/result.json @@ -0,0 +1,56 @@ +{ + "best_epoch": 28, + "best_val_acc": 0.5945945945945946, + "test_acc": 0.4473684210526316, + "train_size": 76, + "val_size": 37, + "test_size": 190, + "stats": { + "mean": [ + [ + 0.009666401315789493, + -0.1314943026315789, + -0.027953026315789546, + -0.017510736842105287, + 0.14569758815789477, + -0.12142657894736847, + 0.16864663157894735, + 0.0298232342105263, + 0.032721842105263264, + -0.0567749657894737, + -0.14199722368421067, + 0.050471736842105284, + -0.002842618421052697 + ] + ], + "std": [ + [ + 1.037308935092612, + 1.039536608942455, + 1.0731491570199134, + 0.9857713056853448, + 1.1678879570276746, + 0.8615768485992676, + 0.9924490204448371, + 1.0295305309669156, + 1.0098342617684068, + 1.0125711830157138, + 0.967005700282042, + 1.1226814635925688, + 0.9876978299691207 + ] + ] + }, + "width": 64, + "in_features": 13, + "out_features": 5, + "depth": 4, + "padding": 26, + "parameters": 14538, + "cert_evals": { + "36": 0.41578948497772217, + "72": 0.34210526943206787, + "108": 0.3105263411998749, + "255": 0.015789475291967392 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/heart-hungarian/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/heart-hungarian/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..e020974a0995e8d94277d161091d3dc61548fb23 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/heart-hungarian/fold_0/result.json @@ -0,0 +1,54 @@ +{ + "best_epoch": 23, + "best_val_acc": 0.8823529411764706, + "test_acc": 0.8342245989304813, + "train_size": 73, + "val_size": 34, + "test_size": 187, + "stats": { + "mean": [ + [ + 0.0800741506849315, + 0.187091506849315, + 0.14536817123287665, + 0.057955123287671204, + 0.007548964931506878, + 0.0018470410958903167, + -0.026523986301369866, + -0.07145227945205493, + -0.002936657534246297, + 0.06359038356164397, + 0.03073776712328766, + -0.08100684931506869 + ] + ], + "std": [ + [ + 0.9987991948716954, + 0.8797143812899805, + 1.0138369657816542, + 1.004282733869356, + 1.1169105950079397, + 1.0014602608653556, + 0.9486883864181348, + 1.0204510052676476, + 0.9970306548239305, + 1.1098417855233023, + 1.0026671671379417, + 0.8754503895152498 + ] + ] + }, + "width": 32, + "in_features": 12, + "out_features": 2, + "depth": 4, + "padding": 24, + "parameters": 4039, + "cert_evals": { + "36": 0.8074866533279419, + "72": 0.7754010558128357, + "108": 0.7165775299072266, + "255": 0.29411765933036804 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/heart-hungarian/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/heart-hungarian/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..9f1d93dd3f6637a35211d5734975b853887abb02 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/heart-hungarian/fold_1/result.json @@ -0,0 +1,54 @@ +{ + "best_epoch": 4, + "best_val_acc": 0.717948717948718, + "test_acc": 0.6703296703296703, + "train_size": 73, + "val_size": 39, + "test_size": 182, + "stats": { + "mean": [ + [ + -0.03390847945205465, + 0.1564823287671232, + -0.05334468493150675, + 0.17270156164383563, + -0.14544580410958913, + -0.10677657534246586, + 0.03300201369863015, + 0.11938546301369855, + 0.026828767123288015, + 0.11635597260273989, + 0.11918921917808224, + -0.025584246575342404 + ] + ], + "std": [ + [ + 1.015281664085163, + 0.9028410442013451, + 1.0337121941577725, + 0.9152783215528201, + 0.8308188513709485, + 0.787052874670898, + 0.9862292931929137, + 0.8791726610331962, + 1.0093946605762534, + 0.9709004823896129, + 0.9957071278619543, + 0.9379507836223181 + ] + ] + }, + "width": 32, + "in_features": 12, + "out_features": 2, + "depth": 4, + "padding": 24, + "parameters": 4039, + "cert_evals": { + "36": 0.5549450516700745, + "72": 0.41208791732788086, + "108": 0.24725274741649628, + "255": 0.021978022530674934 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/heart-hungarian/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/heart-hungarian/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..52d1bc3b47f2f3923374abb88deaa231c2dbc3f1 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/heart-hungarian/fold_2/result.json @@ -0,0 +1,54 @@ +{ + "best_epoch": 14, + "best_val_acc": 0.8571428571428571, + "test_acc": 0.8212290502793296, + "train_size": 73, + "val_size": 42, + "test_size": 179, + "stats": { + "mean": [ + [ + 0.14495649315068504, + 0.003436438356164301, + -0.06753834246575333, + 0.2389838082191781, + 0.03065915232876712, + -0.16108838356164396, + 0.03300202739726026, + 0.07263872739726036, + 0.02682876712328804, + -0.04947819178082209, + 0.0012539315068493056, + -0.05725431506849332 + ] + ], + "std": [ + [ + 0.9448396245451279, + 0.9965626371881349, + 0.9510883979986018, + 0.9219475695799935, + 0.863125052835077, + 0.6471998892994516, + 1.0497525444673081, + 0.9275566360232819, + 1.0093946605762534, + 0.8385071156366399, + 0.992646777404723, + 0.8922594920555511 + ] + ] + }, + "width": 32, + "in_features": 12, + "out_features": 2, + "depth": 4, + "padding": 24, + "parameters": 4039, + "cert_evals": { + "36": 0.748603343963623, + "72": 0.6983240246772766, + "108": 0.6424580812454224, + "255": 0.20670390129089355 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/heart-hungarian/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/heart-hungarian/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..6d9c143e2b6438bb9859c615ceb4ab142d455c82 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/heart-hungarian/fold_3/result.json @@ -0,0 +1,54 @@ +{ + "best_epoch": 7, + "best_val_acc": 0.8181818181818182, + "test_acc": 0.7853107344632768, + "train_size": 73, + "val_size": 44, + "test_size": 177, + "stats": { + "mean": [ + [ + 0.03448108219178094, + 0.03404561643835607, + 0.2021428561643836, + -0.012603835616438326, + 0.012083080821917778, + 0.0018470410958903595, + 0.03300201369863012, + -0.05440366712328782, + 0.14589046575342487, + 0.0786663835616438, + 0.13393120547945203, + -0.05725438356164386 + ] + ], + "std": [ + [ + 0.9357023656034743, + 0.98044976884177, + 0.9447129008604433, + 0.8618425109620811, + 1.2011825380327528, + 1.0014602608653553, + 0.986229293192914, + 0.847254895689431, + 1.0489937022040874, + 1.0096312619774381, + 1.0380236400472438, + 0.844840730482065 + ] + ] + }, + "width": 32, + "in_features": 12, + "out_features": 2, + "depth": 4, + "padding": 24, + "parameters": 4039, + "cert_evals": { + "36": 0.700564980506897, + "72": 0.598870038986206, + "108": 0.38418078422546387, + "255": 0.028248587623238564 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/heart-switzerland/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/heart-switzerland/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..c151d3e30dfb76f594b153eff0f3972afd881ae3 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/heart-switzerland/fold_0/result.json @@ -0,0 +1,54 @@ +{ + "best_epoch": 1, + "best_val_acc": 0.2222222222222222, + "test_acc": 0.1891891891891892, + "train_size": 31, + "val_size": 18, + "test_size": 74, + "stats": { + "mean": [ + [ + -0.03867648709677418, + 0.061165483870967645, + -0.031605645161290254, + -0.04727649354838697, + 0.12035961290322578, + 0.10471612903225812, + 0.10948048064516128, + 0.21947058064516128, + 0.24267312903225804, + 0.146339935483871, + 0.09546838709677423, + -0.14905170967741943 + ] + ], + "std": [ + [ + 1.1959209887023292, + 0.8952513255013157, + 1.0680537841920705, + 1.1526431663263934, + 1.2389629579337629, + 1.0370364433639812, + 0.8482163286791152, + 0.998704338537551, + 0.823971907762666, + 0.9616527651367163, + 1.172612838656165, + 1.0452475193168111 + ] + ] + }, + "width": 32, + "in_features": 12, + "out_features": 5, + "depth": 4, + "padding": 24, + "parameters": 4138, + "cert_evals": { + "36": 0.14864864945411682, + "72": 0.054054055362939835, + "108": 0.013513513840734959, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/heart-switzerland/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/heart-switzerland/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..e9f52d37cd2da54419ba6167cf8a7e6b117af13f --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/heart-switzerland/fold_1/result.json @@ -0,0 +1,54 @@ +{ + "best_epoch": 1, + "best_val_acc": 0.16666666666666666, + "test_acc": 0.25675675675675674, + "train_size": 31, + "val_size": 18, + "test_size": 74, + "stats": { + "mean": [ + [ + 0.38275906451612907, + -0.056386774193548456, + 0.015231451612903284, + 0.016496377419354898, + 0.2830434193548386, + -0.059711161290322494, + 0.04518695483870968, + -0.039474967741935506, + 0.10301854838709676, + -0.043132193548387085, + 0.0954683870967742, + -0.026422451612903276 + ] + ], + "std": [ + [ + 0.8537728993403316, + 1.0773842413872565, + 0.9891428503533505, + 0.8244718913923468, + 1.4910217148161218, + 1.0016724276385454, + 0.8092921347980535, + 0.9902763031378431, + 0.9512021337497041, + 1.1112826701924636, + 1.172612838656165, + 1.014523633801689 + ] + ] + }, + "width": 32, + "in_features": 12, + "out_features": 5, + "depth": 4, + "padding": 24, + "parameters": 4138, + "cert_evals": { + "36": 0.21621622145175934, + "72": 0.09459459781646729, + "108": 0.0, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/heart-switzerland/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/heart-switzerland/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..4fc6ba2e03479a30794bcbab5c6fd62225eb059b --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/heart-switzerland/fold_2/result.json @@ -0,0 +1,54 @@ +{ + "best_epoch": 1, + "best_val_acc": 0.3333333333333333, + "test_acc": 0.16176470588235295, + "train_size": 31, + "val_size": 24, + "test_size": 68, + "stats": { + "mean": [ + [ + 0.1363268064516129, + 0.06116548387096767, + -0.07844332258064517, + 0.28318253870967747, + 0.12035961290322578, + -0.00490193548387092, + -0.09028977096774195, + -0.16894774193548387, + -0.07077383870967743, + -0.23260409677419347, + -0.0015777419354838426, + -0.12861274193548392 + ] + ], + "std": [ + [ + 0.9985620954632528, + 0.8952513255013155, + 0.7865317101247931, + 0.8496477832825274, + 1.2389629579337627, + 0.8129502811517081, + 0.9201252610360474, + 0.960195792094272, + 0.7788574621968283, + 0.922011584077965, + 1.0630870797904943, + 0.9101297422084665 + ] + ] + }, + "width": 32, + "in_features": 12, + "out_features": 5, + "depth": 4, + "padding": 24, + "parameters": 4138, + "cert_evals": { + "36": 0.07352941483259201, + "72": 0.029411764815449715, + "108": 0.0, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/heart-switzerland/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/heart-switzerland/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..aa5ad1a57253f25ed41bc9ed608f594b1b5e1eb4 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/heart-switzerland/fold_3/result.json @@ -0,0 +1,54 @@ +{ + "best_epoch": 43, + "best_val_acc": 0.21428571428571427, + "test_acc": 0.23076923076923078, + "train_size": 31, + "val_size": 14, + "test_size": 78, + "stats": { + "mean": [ + [ + 0.06132570967741941, + -0.05638677419354848, + -0.03160587096774191, + -0.08206108387096776, + 0.1203596129032258, + 0.21433419354838715, + 0.08651870322580645, + 0.08999780645161289, + 0.000605741935483859, + -0.11892112903225804, + 0.19251451612903228, + -0.09795603225806457 + ] + ], + "std": [ + [ + 1.1796944897022907, + 1.0773842413872565, + 1.002361426374151, + 1.2266934302261872, + 1.2389629579337627, + 1.2107719727384119, + 1.1761632862640778, + 1.0028917964777728, + 0.9746182884484196, + 1.026652327670446, + 1.4781625990241394, + 1.0351077769123456 + ] + ] + }, + "width": 32, + "in_features": 12, + "out_features": 5, + "depth": 4, + "padding": 24, + "parameters": 4138, + "cert_evals": { + "36": 0.11538461595773697, + "72": 0.03846153989434242, + "108": 0.025641025975346565, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/heart-va/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/heart-va/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..dda39b012885749b12ec74d463e97013d7a9fbd0 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/heart-va/fold_0/result.json @@ -0,0 +1,54 @@ +{ + "best_epoch": 18, + "best_val_acc": 0.24324324324324326, + "test_acc": 0.3008849557522124, + "train_size": 50, + "val_size": 37, + "test_size": 113, + "stats": { + "mean": [ + [ + 0.12417273199999997, + 0.05847433999999993, + 0.11939195999999985, + 0.13652684859999997, + 0.169332294, + -0.08422980000000006, + -0.051211000000000055, + -0.025999581999999997, + -0.10986361999999993, + 0.02611757999999999, + 0.18437666399999986, + -0.16063424000000026 + ] + ], + "std": [ + [ + 1.0375983940843654, + 0.8186406200000009, + 0.906257232351079, + 0.9850972422932538, + 0.9999215189422874, + 0.964959379692824, + 0.9368765586228528, + 0.926118336928491, + 0.985877688928741, + 0.8984566513475283, + 1.109014128975748, + 0.8047660315047241 + ] + ] + }, + "width": 32, + "in_features": 12, + "out_features": 5, + "depth": 4, + "padding": 24, + "parameters": 4138, + "cert_evals": { + "36": 0.18584071099758148, + "72": 0.10619468986988068, + "108": 0.017699114978313446, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/heart-va/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/heart-va/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..857dfb15adc0b0743c873766231c98b00a019220 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/heart-va/fold_1/result.json @@ -0,0 +1,54 @@ +{ + "best_epoch": 6, + "best_val_acc": 0.2, + "test_acc": 0.19166666666666668, + "train_size": 50, + "val_size": 30, + "test_size": 120, + "stats": { + "mean": [ + [ + -0.10881117199999998, + 0.17542300000000016, + 0.21993213999999972, + -0.08821109999999997, + 0.13781262600000002, + 0.08422731999999994, + 0.00731520000000001, + -0.12721317799999998, + -0.30961252, + -0.25667714, + -0.17580066800000008, + -0.02059391999999999 + ] + ], + "std": [ + [ + 0.9929893928858932, + 1.0, + 0.8501447398821216, + 1.0656963957883359, + 1.0325714366151477, + 1.022085030499879, + 0.9621289169237981, + 1.0393960665815958, + 0.9317809815586118, + 0.8468928172805285, + 0.9604725295714901, + 0.9867682179778366 + ] + ] + }, + "width": 32, + "in_features": 12, + "out_features": 5, + "depth": 4, + "padding": 24, + "parameters": 4138, + "cert_evals": { + "36": 0.125, + "72": 0.05833333730697632, + "108": 0.0416666679084301, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/heart-va/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/heart-va/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..0c1150e70d6415571173508a27c2a336261c621b --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/heart-va/fold_2/result.json @@ -0,0 +1,54 @@ +{ + "best_epoch": 1, + "best_val_acc": 0.25925925925925924, + "test_acc": 0.14634146341463414, + "train_size": 50, + "val_size": 27, + "test_size": 123, + "stats": { + "mean": [ + [ + 0.15233571999999998, + 0.05847433999999995, + 0.11939203999999982, + -0.012556939999999935, + 0.15528536399999998, + -0.042115520000000004, + 0.06584127999999993, + 0.009825086000000021, + 0.16978484000000008, + 0.05313653999999998, + 0.04716622799999987, + 0.15239717999999963 + ] + ], + "std": [ + [ + 0.9466778160837978, + 0.8186406200000006, + 0.794839780092792, + 1.0183639969617624, + 0.9927764037429706, + 0.982265363064182, + 1.1062072213290066, + 0.982147212242076, + 0.9915274640582656, + 1.040558924765334, + 1.0326448287754921, + 1.138945356222443 + ] + ] + }, + "width": 32, + "in_features": 12, + "out_features": 5, + "depth": 4, + "padding": 24, + "parameters": 4138, + "cert_evals": { + "36": 0.06504064798355103, + "72": 0.008130080997943878, + "108": 0.0, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/heart-va/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/heart-va/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..29e4fdf27f2a590ccbafcfc6ab4374e9564df1a8 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/heart-va/fold_3/result.json @@ -0,0 +1,54 @@ +{ + "best_epoch": 41, + "best_val_acc": 0.26666666666666666, + "test_acc": 0.26666666666666666, + "train_size": 50, + "val_size": 30, + "test_size": 120, + "stats": { + "mean": [ + [ + -0.07040700000000005, + 0.17542300000000016, + 0.14452675999999975, + 0.06532269999999997, + -0.19794047999999992, + -0.08422980000000009, + -0.16826343999999985, + 0.010868634000000012, + 0.009985720000000033, + -0.009907080000000006, + -0.10719553600000013, + -0.08649541999999996 + ] + ], + "std": [ + [ + 1.2049567103246417, + 1.0, + 0.9024156133740057, + 0.9721589400778301, + 0.9497444006039201, + 0.964959379692824, + 0.920277085388703, + 0.9840113193010918, + 0.9979451845458254, + 1.0793938409678105, + 0.9369066157621472, + 0.9024286546800494 + ] + ] + }, + "width": 32, + "in_features": 12, + "out_features": 5, + "depth": 4, + "padding": 24, + "parameters": 4138, + "cert_evals": { + "36": 0.13333334028720856, + "72": 0.10833334177732468, + "108": 0.0833333358168602, + "255": 0.008333333767950535 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/hepatitis/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/hepatitis/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..2612538e2c9f4672c493b4ccf3f55a541dc1bc04 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/hepatitis/fold_0/result.json @@ -0,0 +1,68 @@ +{ + "best_epoch": 34, + "best_val_acc": 0.782608695652174, + "test_acc": 0.8064516129032258, + "train_size": 39, + "val_size": 23, + "test_size": 93, + "stats": { + "mean": [ + [ + -0.07305103333333338, + -0.25417620512820527, + -0.0684997948717948, + 0.002734846153846289, + -0.27956964102564097, + 0.043173205128205175, + -0.08607384615384614, + 0.058396666666666625, + 0.06670830769230766, + -0.04725699999999998, + 0.016169358974358995, + -0.02457512820512817, + 0.0025034871794872037, + -0.027701887179487183, + -0.15169055846153845, + -0.0886186358974359, + -0.07013070256410256, + 0.1575872743589744, + -0.1341903076923079 + ] + ], + "std": [ + [ + 0.7065121639768482, + 0.5178280049962226, + 1.0644445404981495, + 0.9941527427588283, + 0.9460715809412041, + 1.0610130501194135, + 1.1425568971679159, + 0.9324615341247179, + 0.946176852270342, + 0.9924710852804189, + 0.9714365294574488, + 0.9824999787091323, + 0.9634407063351287, + 0.8415828453559291, + 0.8432379274259605, + 0.6407479822535036, + 0.9523942193593046, + 1.0530325526231488, + 0.9744402928447131 + ] + ] + }, + "width": 64, + "in_features": 19, + "out_features": 2, + "depth": 4, + "padding": 38, + "parameters": 15111, + "cert_evals": { + "36": 0.774193525314331, + "72": 0.7311828136444092, + "108": 0.6774193644523621, + "255": 0.3870967626571655 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/hepatitis/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/hepatitis/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..fba27125ef321d43c3c45d7e858ba9611dbba61a --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/hepatitis/fold_1/result.json @@ -0,0 +1,68 @@ +{ + "best_epoch": 11, + "best_val_acc": 0.9615384615384616, + "test_acc": 0.8, + "train_size": 39, + "val_size": 26, + "test_size": 90, + "stats": { + "mean": [ + [ + -0.11794246410256407, + -0.08617061538461546, + 0.18073612820512838, + 0.002734846153846107, + -0.01757938461538464, + -0.10891841025641022, + -0.26475346153846147, + -0.16237000000000007, + -0.13763476923076928, + 0.0032585384615384802, + -0.12308166666666664, + -0.13340641025641017, + -0.052936256410256344, + -0.1222803846153846, + -0.12690142128205126, + -0.21492274871794878, + -0.0701304769230769, + -0.19038912820512827, + -0.03147528205128203 + ] + ], + "std": [ + [ + 0.9308482815868492, + 0.8729826521744097, + 0.9562346989313699, + 0.9941527427588275, + 1.0687148745897885, + 1.082595260131678, + 1.2147882026120127, + 1.1445852172148068, + 1.1192331270078257, + 1.0668209925491146, + 1.0726249795408656, + 1.1491882555748711, + 1.1143257286511818, + 0.9024022721027672, + 0.9826150523838478, + 0.6405176575741821, + 1.0834147839386958, + 1.0210323203399736, + 0.9932070287924958 + ] + ] + }, + "width": 64, + "in_features": 19, + "out_features": 2, + "depth": 4, + "padding": 38, + "parameters": 15111, + "cert_evals": { + "36": 0.7333333492279053, + "72": 0.644444465637207, + "108": 0.5222222208976746, + "255": 0.20000000298023224 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/hepatitis/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/hepatitis/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..2529b1d3285b7d0d8cfcfba776e65e82a74da801 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/hepatitis/fold_2/result.json @@ -0,0 +1,68 @@ +{ + "best_epoch": 12, + "best_val_acc": 0.7777777777777778, + "test_acc": 0.8163265306122449, + "train_size": 39, + "val_size": 18, + "test_size": 98, + "stats": { + "mean": [ + [ + 0.25751469999999993, + -0.0021678205128206176, + -0.16819412820512808, + -0.13856787179487162, + -0.22717153846153848, + -0.05822148717948713, + -0.026513846153846145, + -0.07406333333333337, + 0.025839692307692258, + -0.04725692307692307, + 0.016169487179487147, + -0.13340641025641015, + -0.052936256410256344, + -0.040312646153846145, + 0.10239844307692307, + 0.13277096923076923, + 0.021281615384615406, + -0.028776703589743616, + 0.019882230769230784 + ] + ], + "std": [ + [ + 1.005461160498127, + 0.9939344729297802, + 0.9562346989313698, + 1.1126187137474748, + 0.8609878396947588, + 0.9804372857666263, + 0.9786685591250096, + 0.9813568775708227, + 0.946176852270342, + 1.0881358642498125, + 1.054392008519234, + 1.1491882555748716, + 1.1143257286511812, + 0.6571748166650522, + 0.9244222305036086, + 1.0717140331590138, + 0.8996151755406562, + 0.9261613145039079, + 0.998504170514703 + ] + ] + }, + "width": 64, + "in_features": 19, + "out_features": 2, + "depth": 4, + "padding": 38, + "parameters": 15111, + "cert_evals": { + "36": 0.7755101919174194, + "72": 0.7040815949440002, + "108": 0.6020408272743225, + "255": 0.27551019191741943 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/hepatitis/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/hepatitis/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..36c4692a178fcbd26bb0149ffdf91ef0d6ff6690 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/hepatitis/fold_3/result.json @@ -0,0 +1,68 @@ +{ + "best_epoch": 32, + "best_val_acc": 0.8461538461538461, + "test_acc": 0.8444444444444444, + "train_size": 39, + "val_size": 26, + "test_size": 90, + "stats": { + "mean": [ + [ + -0.07509134615384613, + -0.17017341025641036, + 0.13088894871794884, + 0.1440375641025641, + -0.12237543589743595, + -0.05822148717948713, + 0.1521657692307693, + 0.1467033333333333, + 0.10757692307692303, + 0.003258384615384635, + 0.06258628205128201, + -0.13340641025641015, + 0.057943230769230816, + 0.03955354102564104, + 0.16271944128205126, + 0.026228858974358962, + 0.12825329743589742, + -0.037512437692307686, + 0.2253122820512821 + ] + ], + "std": [ + [ + 0.9881800818586763, + 0.7226193648278391, + 0.9639985722278488, + 0.835958152953438, + 0.9195820679374928, + 0.9804372857666264, + 0.8380816839591891, + 0.797209189164857, + 0.8727148090274184, + 0.8602473119915564, + 0.8683835140087598, + 0.9266649753751967, + 0.7801070627641344, + 0.8750146780135224, + 1.0473279879316608, + 0.8897406999004371, + 0.8705306469748111, + 0.8788094464260305, + 0.9932070287924956 + ] + ] + }, + "width": 64, + "in_features": 19, + "out_features": 2, + "depth": 4, + "padding": 38, + "parameters": 15111, + "cert_evals": { + "36": 0.8222222328186035, + "72": 0.7888889312744141, + "108": 0.7555555701255798, + "255": 0.4555555582046509 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/hill-valley/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/hill-valley/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..3662852f8d9117a87225ea5ad468ef8007c00f01 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/hill-valley/fold_0/result.json @@ -0,0 +1,230 @@ +{ + "best_epoch": 15, + "best_val_acc": 0.6428571428571429, + "test_acc": 0.5270833333333333, + "train_size": 606, + "val_size": 126, + "test_size": 480, + "stats": { + "mean": [ + [ + -1.948844459480215e-17, + -2.5637266420541724e-17, + 1.2457948131107367e-17, + 1.9391116875027874e-17, + -2.980518289087544e-17, + -2.2969341866729208e-17, + 7.036221623681505e-18, + 4.146160862384171e-17, + -4.096351970499688e-18, + 9.532391377892357e-19, + 1.2762526642400985e-16, + 6.309698821366465e-17, + -9.017699495086035e-17, + 4.1186800944479046e-17, + 3.661239811508806e-17, + 6.973244863827561e-18, + -3.7865850329681034e-17, + 3.669827551488889e-18, + -2.6341461098908545e-17, + 1.0127235500512785e-16, + 3.784473880223e-17, + 2.1297595150606345e-17, + -4.580127989377708e-19, + 3.18891411260423e-17, + -1.0585820815449228e-17, + -7.048816975652293e-17, + -8.823616571536156e-17, + 1.865257123674072e-17, + -5.615236914977071e-17, + 1.1031524520415547e-16, + 2.3600540755265324e-17, + -8.852242371469766e-17, + 5.783556618586702e-17, + -3.1912041765989185e-17, + -4.751882788979372e-19, + 6.6869868644914544e-18, + 5.2737311217690955e-17, + 6.242714449521817e-17, + 9.860156787132197e-18, + -8.186978781012654e-17, + 1.2269017851545536e-17, + 5.862563826403467e-18, + -4.1037946784824266e-17, + 1.648846076175975e-18, + 1.992355675379303e-17, + -1.343351539284482e-16, + -2.5190703941577397e-18, + -3.162578376665308e-17, + -6.822100640178097e-17, + 2.2213620748481885e-18, + -4.009902054700184e-17, + -2.0221265073102584e-17, + 4.0786039745408495e-17, + -5.3014981477046974e-18, + -8.636403839970342e-17, + 1.3323592321099754e-16, + -3.031686906468873e-17, + 2.4629638262878628e-17, + -7.900720781676547e-19, + -2.1808565679421295e-17, + -2.3667811385109308e-17, + -3.421355608065148e-17, + -3.93662000687014e-17, + -1.3477026608743907e-17, + 5.461086982334577e-17, + 4.520586325515798e-17, + 3.3308980802749385e-17, + -2.4513703773147504e-17, + 7.315036915034873e-17, + -4.9035995286275094e-17, + -9.27475917848986e-18, + 1.3957940047628566e-17, + 8.647532119694533e-17, + 8.232780060906432e-18, + -1.8377763557378056e-18, + 3.1476929606998304e-17, + 5.3192461436635365e-17, + -3.9789861907718845e-18, + 1.712967868027263e-17, + -1.1502705187322778e-16, + 3.993299090738689e-17, + -8.666460929900633e-17, + 5.111995352144195e-17, + 4.9780266084548967e-17, + 5.461802627332917e-17, + 6.062944425938742e-17, + -9.681245537547131e-18, + 3.755704951289721e-18, + 4.145015830386826e-17, + 6.518380902882487e-17, + -4.1083748064718045e-17, + -3.692155675437105e-17, + 9.606818457719744e-18, + -1.3339622769062576e-18, + -5.272872347771087e-18, + 7.472765072669068e-17, + 5.4952948132552416e-17, + -1.1065589222336543e-16, + 6.657287597060333e-18, + -4.7032189290922345e-17 + ] + ], + "std": [ + [ + 0.9991740198480986, + 0.999174018921411, + 0.9991740270954932, + 0.9991740228113029, + 0.9991740158723277, + 0.9991740243561008, + 0.9991740252725309, + 0.999174022151669, + 0.9991740235072105, + 0.9991740165590162, + 0.9991740265611315, + 0.9991740307025938, + 0.9991740258785623, + 0.9991740332613678, + 0.9991740406234768, + 0.9991740233656764, + 0.99917402208918, + 0.9991740282488505, + 0.9991740156767379, + 0.9991740258273182, + 0.9991740265687704, + 0.9991740257984052, + 0.9991740313679454, + 0.9991740235402499, + 0.9991740301415374, + 0.999174025174945, + 0.9991740248772705, + 0.9991740131152005, + 0.9991740154072135, + 0.999174010790505, + 0.9991740145205046, + 0.9991740094880226, + 0.999174013734848, + 0.9991740112483611, + 0.999174012892406, + 0.9991740196421095, + 0.9991740163331171, + 0.9991740185362487, + 0.999174022570399, + 0.9991740213173976, + 0.9991740202239284, + 0.9991740238427211, + 0.9991740163680863, + 0.999174017062169, + 0.9991740125363977, + 0.9991740134381419, + 0.9991740191519729, + 0.9991740283370354, + 0.9991740155322458, + 0.9991740139261396, + 0.9991740184139896, + 0.999174019859705, + 0.9991740278504871, + 0.9991740398149004, + 0.999174023614369, + 0.9991740280305289, + 0.9991740362925333, + 0.9991740390736555, + 0.9991740447608781, + 0.9991740366854855, + 0.9991740362046343, + 0.9991740405864491, + 0.9991740375979712, + 0.9991740333245271, + 0.9991740409940638, + 0.9991740310134122, + 0.9991740304658957, + 0.999174033728742, + 0.999174036884333, + 0.9991740224573864, + 0.9991740220790023, + 0.9991740325877202, + 0.9991740370120651, + 0.9991740334250748, + 0.9991740430984879, + 0.9991740318332668, + 0.9991740344761934, + 0.999174042827945, + 0.9991740330505716, + 0.9991740252745448, + 0.9991740274917971, + 0.9991740305192677, + 0.9991740228891964, + 0.9991740211061582, + 0.9991740277499128, + 0.9991740236142126, + 0.9991740237191634, + 0.999174021976502, + 0.9991740197184515, + 0.9991740112462193, + 0.9991740199131119, + 0.999174015985377, + 0.9991740108661882, + 0.9991740240105333, + 0.9991740207849835, + 0.9991740206058937, + 0.9991740208986494, + 0.9991740167020124, + 0.9991740260065186, + 0.9991740164246233 + ] + ] + }, + "width": 384, + "in_features": 100, + "out_features": 2, + "depth": 4, + "padding": 200, + "parameters": 521479, + "cert_evals": { + "36": 0.07083334028720856, + "72": 0.02083333395421505, + "108": 0.01250000111758709, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/hill-valley/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/hill-valley/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..9ffe90af0f8e891be8e23ca5c23f64a928a845af --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/hill-valley/fold_1/result.json @@ -0,0 +1,230 @@ +{ + "best_epoch": 16, + "best_val_acc": 0.6363636363636364, + "test_acc": 0.6783505154639176, + "train_size": 606, + "val_size": 121, + "test_size": 485, + "stats": { + "mean": [ + [ + -1.948844459480215e-17, + -2.5637266420541724e-17, + 1.2457948131107367e-17, + 1.9391116875027874e-17, + -2.980518289087544e-17, + -2.2969341866729208e-17, + 7.036221623681505e-18, + 4.146160862384171e-17, + -4.096351970499688e-18, + 9.532391377892357e-19, + 1.2762526642400985e-16, + 6.309698821366465e-17, + -9.017699495086035e-17, + 4.1186800944479046e-17, + 3.661239811508806e-17, + 6.973244863827561e-18, + -3.7865850329681034e-17, + 3.669827551488889e-18, + -2.6341461098908545e-17, + 1.0127235500512785e-16, + 3.784473880223e-17, + 2.1297595150606345e-17, + -4.580127989377708e-19, + 3.18891411260423e-17, + -1.0585820815449228e-17, + -7.048816975652293e-17, + -8.823616571536156e-17, + 1.865257123674072e-17, + -5.615236914977071e-17, + 1.1031524520415547e-16, + 2.3600540755265324e-17, + -8.852242371469766e-17, + 5.783556618586702e-17, + -3.1912041765989185e-17, + -4.751882788979372e-19, + 6.6869868644914544e-18, + 5.2737311217690955e-17, + 6.242714449521817e-17, + 9.860156787132197e-18, + -8.186978781012654e-17, + 1.2269017851545536e-17, + 5.862563826403467e-18, + -4.1037946784824266e-17, + 1.648846076175975e-18, + 1.992355675379303e-17, + -1.343351539284482e-16, + -2.5190703941577397e-18, + -3.162578376665308e-17, + -6.822100640178097e-17, + 2.2213620748481885e-18, + -4.009902054700184e-17, + -2.0221265073102584e-17, + 4.0786039745408495e-17, + -5.3014981477046974e-18, + -8.636403839970342e-17, + 1.3323592321099754e-16, + -3.031686906468873e-17, + 2.4629638262878628e-17, + -7.900720781676547e-19, + -2.1808565679421295e-17, + -2.3667811385109308e-17, + -3.421355608065148e-17, + -3.93662000687014e-17, + -1.3477026608743907e-17, + 5.461086982334577e-17, + 4.520586325515798e-17, + 3.3308980802749385e-17, + -2.4513703773147504e-17, + 7.315036915034873e-17, + -4.9035995286275094e-17, + -9.27475917848986e-18, + 1.3957940047628566e-17, + 8.647532119694533e-17, + 8.232780060906432e-18, + -1.8377763557378056e-18, + 3.1476929606998304e-17, + 5.3192461436635365e-17, + -3.9789861907718845e-18, + 1.712967868027263e-17, + -1.1502705187322778e-16, + 3.993299090738689e-17, + -8.666460929900633e-17, + 5.111995352144195e-17, + 4.9780266084548967e-17, + 5.461802627332917e-17, + 6.062944425938742e-17, + -9.681245537547131e-18, + 3.755704951289721e-18, + 4.145015830386826e-17, + 6.518380902882487e-17, + -4.1083748064718045e-17, + -3.692155675437105e-17, + 9.606818457719744e-18, + -1.3339622769062576e-18, + -5.272872347771087e-18, + 7.472765072669068e-17, + 5.4952948132552416e-17, + -1.1065589222336543e-16, + 6.657287597060333e-18, + -4.7032189290922345e-17 + ] + ], + "std": [ + [ + 0.9991740198480986, + 0.999174018921411, + 0.9991740270954932, + 0.9991740228113029, + 0.9991740158723277, + 0.9991740243561008, + 0.9991740252725309, + 0.999174022151669, + 0.9991740235072105, + 0.9991740165590162, + 0.9991740265611315, + 0.9991740307025938, + 0.9991740258785623, + 0.9991740332613678, + 0.9991740406234768, + 0.9991740233656764, + 0.99917402208918, + 0.9991740282488505, + 0.9991740156767379, + 0.9991740258273182, + 0.9991740265687704, + 0.9991740257984052, + 0.9991740313679454, + 0.9991740235402499, + 0.9991740301415374, + 0.999174025174945, + 0.9991740248772705, + 0.9991740131152005, + 0.9991740154072135, + 0.999174010790505, + 0.9991740145205046, + 0.9991740094880226, + 0.999174013734848, + 0.9991740112483611, + 0.999174012892406, + 0.9991740196421095, + 0.9991740163331171, + 0.9991740185362487, + 0.999174022570399, + 0.9991740213173976, + 0.9991740202239284, + 0.9991740238427211, + 0.9991740163680863, + 0.999174017062169, + 0.9991740125363977, + 0.9991740134381419, + 0.9991740191519729, + 0.9991740283370354, + 0.9991740155322458, + 0.9991740139261396, + 0.9991740184139896, + 0.999174019859705, + 0.9991740278504871, + 0.9991740398149004, + 0.999174023614369, + 0.9991740280305289, + 0.9991740362925333, + 0.9991740390736555, + 0.9991740447608781, + 0.9991740366854855, + 0.9991740362046343, + 0.9991740405864491, + 0.9991740375979712, + 0.9991740333245271, + 0.9991740409940638, + 0.9991740310134122, + 0.9991740304658957, + 0.999174033728742, + 0.999174036884333, + 0.9991740224573864, + 0.9991740220790023, + 0.9991740325877202, + 0.9991740370120651, + 0.9991740334250748, + 0.9991740430984879, + 0.9991740318332668, + 0.9991740344761934, + 0.999174042827945, + 0.9991740330505716, + 0.9991740252745448, + 0.9991740274917971, + 0.9991740305192677, + 0.9991740228891964, + 0.9991740211061582, + 0.9991740277499128, + 0.9991740236142126, + 0.9991740237191634, + 0.999174021976502, + 0.9991740197184515, + 0.9991740112462193, + 0.9991740199131119, + 0.999174015985377, + 0.9991740108661882, + 0.9991740240105333, + 0.9991740207849835, + 0.9991740206058937, + 0.9991740208986494, + 0.9991740167020124, + 0.9991740260065186, + 0.9991740164246233 + ] + ] + }, + "width": 384, + "in_features": 100, + "out_features": 2, + "depth": 4, + "padding": 200, + "parameters": 521479, + "cert_evals": { + "36": 0.12577320635318756, + "72": 0.0536082498729229, + "108": 0.014432989992201328, + "255": 0.002061855746433139 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/hill-valley/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/hill-valley/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..54a79b286acb39b23bf9f660471f27cfa10aabd2 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/hill-valley/fold_2/result.json @@ -0,0 +1,230 @@ +{ + "best_epoch": 37, + "best_val_acc": 0.65, + "test_acc": 0.6502057613168725, + "train_size": 606, + "val_size": 120, + "test_size": 486, + "stats": { + "mean": [ + [ + -1.948844459480215e-17, + -2.5637266420541724e-17, + 1.2457948131107367e-17, + 1.9391116875027874e-17, + -2.980518289087544e-17, + -2.2969341866729208e-17, + 7.036221623681505e-18, + 4.146160862384171e-17, + -4.096351970499688e-18, + 9.532391377892357e-19, + 1.2762526642400985e-16, + 6.309698821366465e-17, + -9.017699495086035e-17, + 4.1186800944479046e-17, + 3.661239811508806e-17, + 6.973244863827561e-18, + -3.7865850329681034e-17, + 3.669827551488889e-18, + -2.6341461098908545e-17, + 1.0127235500512785e-16, + 3.784473880223e-17, + 2.1297595150606345e-17, + -4.580127989377708e-19, + 3.18891411260423e-17, + -1.0585820815449228e-17, + -7.048816975652293e-17, + -8.823616571536156e-17, + 1.865257123674072e-17, + -5.615236914977071e-17, + 1.1031524520415547e-16, + 2.3600540755265324e-17, + -8.852242371469766e-17, + 5.783556618586702e-17, + -3.1912041765989185e-17, + -4.751882788979372e-19, + 6.6869868644914544e-18, + 5.2737311217690955e-17, + 6.242714449521817e-17, + 9.860156787132197e-18, + -8.186978781012654e-17, + 1.2269017851545536e-17, + 5.862563826403467e-18, + -4.1037946784824266e-17, + 1.648846076175975e-18, + 1.992355675379303e-17, + -1.343351539284482e-16, + -2.5190703941577397e-18, + -3.162578376665308e-17, + -6.822100640178097e-17, + 2.2213620748481885e-18, + -4.009902054700184e-17, + -2.0221265073102584e-17, + 4.0786039745408495e-17, + -5.3014981477046974e-18, + -8.636403839970342e-17, + 1.3323592321099754e-16, + -3.031686906468873e-17, + 2.4629638262878628e-17, + -7.900720781676547e-19, + -2.1808565679421295e-17, + -2.3667811385109308e-17, + -3.421355608065148e-17, + -3.93662000687014e-17, + -1.3477026608743907e-17, + 5.461086982334577e-17, + 4.520586325515798e-17, + 3.3308980802749385e-17, + -2.4513703773147504e-17, + 7.315036915034873e-17, + -4.9035995286275094e-17, + -9.27475917848986e-18, + 1.3957940047628566e-17, + 8.647532119694533e-17, + 8.232780060906432e-18, + -1.8377763557378056e-18, + 3.1476929606998304e-17, + 5.3192461436635365e-17, + -3.9789861907718845e-18, + 1.712967868027263e-17, + -1.1502705187322778e-16, + 3.993299090738689e-17, + -8.666460929900633e-17, + 5.111995352144195e-17, + 4.9780266084548967e-17, + 5.461802627332917e-17, + 6.062944425938742e-17, + -9.681245537547131e-18, + 3.755704951289721e-18, + 4.145015830386826e-17, + 6.518380902882487e-17, + -4.1083748064718045e-17, + -3.692155675437105e-17, + 9.606818457719744e-18, + -1.3339622769062576e-18, + -5.272872347771087e-18, + 7.472765072669068e-17, + 5.4952948132552416e-17, + -1.1065589222336543e-16, + 6.657287597060333e-18, + -4.7032189290922345e-17 + ] + ], + "std": [ + [ + 0.9991740198480986, + 0.999174018921411, + 0.9991740270954932, + 0.9991740228113029, + 0.9991740158723277, + 0.9991740243561008, + 0.9991740252725309, + 0.999174022151669, + 0.9991740235072105, + 0.9991740165590162, + 0.9991740265611315, + 0.9991740307025938, + 0.9991740258785623, + 0.9991740332613678, + 0.9991740406234768, + 0.9991740233656764, + 0.99917402208918, + 0.9991740282488505, + 0.9991740156767379, + 0.9991740258273182, + 0.9991740265687704, + 0.9991740257984052, + 0.9991740313679454, + 0.9991740235402499, + 0.9991740301415374, + 0.999174025174945, + 0.9991740248772705, + 0.9991740131152005, + 0.9991740154072135, + 0.999174010790505, + 0.9991740145205046, + 0.9991740094880226, + 0.999174013734848, + 0.9991740112483611, + 0.999174012892406, + 0.9991740196421095, + 0.9991740163331171, + 0.9991740185362487, + 0.999174022570399, + 0.9991740213173976, + 0.9991740202239284, + 0.9991740238427211, + 0.9991740163680863, + 0.999174017062169, + 0.9991740125363977, + 0.9991740134381419, + 0.9991740191519729, + 0.9991740283370354, + 0.9991740155322458, + 0.9991740139261396, + 0.9991740184139896, + 0.999174019859705, + 0.9991740278504871, + 0.9991740398149004, + 0.999174023614369, + 0.9991740280305289, + 0.9991740362925333, + 0.9991740390736555, + 0.9991740447608781, + 0.9991740366854855, + 0.9991740362046343, + 0.9991740405864491, + 0.9991740375979712, + 0.9991740333245271, + 0.9991740409940638, + 0.9991740310134122, + 0.9991740304658957, + 0.999174033728742, + 0.999174036884333, + 0.9991740224573864, + 0.9991740220790023, + 0.9991740325877202, + 0.9991740370120651, + 0.9991740334250748, + 0.9991740430984879, + 0.9991740318332668, + 0.9991740344761934, + 0.999174042827945, + 0.9991740330505716, + 0.9991740252745448, + 0.9991740274917971, + 0.9991740305192677, + 0.9991740228891964, + 0.9991740211061582, + 0.9991740277499128, + 0.9991740236142126, + 0.9991740237191634, + 0.999174021976502, + 0.9991740197184515, + 0.9991740112462193, + 0.9991740199131119, + 0.999174015985377, + 0.9991740108661882, + 0.9991740240105333, + 0.9991740207849835, + 0.9991740206058937, + 0.9991740208986494, + 0.9991740167020124, + 0.9991740260065186, + 0.9991740164246233 + ] + ] + }, + "width": 384, + "in_features": 100, + "out_features": 2, + "depth": 4, + "padding": 200, + "parameters": 521479, + "cert_evals": { + "36": 0.1111111044883728, + "72": 0.05349794030189514, + "108": 0.03497942164540291, + "255": 0.002057613106444478 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/hill-valley/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/hill-valley/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..eab264020200e76da1c3353136830edecf525a39 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/hill-valley/fold_3/result.json @@ -0,0 +1,230 @@ +{ + "best_epoch": 28, + "best_val_acc": 0.7719298245614035, + "test_acc": 0.6077235772357723, + "train_size": 606, + "val_size": 114, + "test_size": 492, + "stats": { + "mean": [ + [ + -1.948844459480215e-17, + -2.5637266420541724e-17, + 1.2457948131107367e-17, + 1.9391116875027874e-17, + -2.980518289087544e-17, + -2.2969341866729208e-17, + 7.036221623681505e-18, + 4.146160862384171e-17, + -4.096351970499688e-18, + 9.532391377892357e-19, + 1.2762526642400985e-16, + 6.309698821366465e-17, + -9.017699495086035e-17, + 4.1186800944479046e-17, + 3.661239811508806e-17, + 6.973244863827561e-18, + -3.7865850329681034e-17, + 3.669827551488889e-18, + -2.6341461098908545e-17, + 1.0127235500512785e-16, + 3.784473880223e-17, + 2.1297595150606345e-17, + -4.580127989377708e-19, + 3.18891411260423e-17, + -1.0585820815449228e-17, + -7.048816975652293e-17, + -8.823616571536156e-17, + 1.865257123674072e-17, + -5.615236914977071e-17, + 1.1031524520415547e-16, + 2.3600540755265324e-17, + -8.852242371469766e-17, + 5.783556618586702e-17, + -3.1912041765989185e-17, + -4.751882788979372e-19, + 6.6869868644914544e-18, + 5.2737311217690955e-17, + 6.242714449521817e-17, + 9.860156787132197e-18, + -8.186978781012654e-17, + 1.2269017851545536e-17, + 5.862563826403467e-18, + -4.1037946784824266e-17, + 1.648846076175975e-18, + 1.992355675379303e-17, + -1.343351539284482e-16, + -2.5190703941577397e-18, + -3.162578376665308e-17, + -6.822100640178097e-17, + 2.2213620748481885e-18, + -4.009902054700184e-17, + -2.0221265073102584e-17, + 4.0786039745408495e-17, + -5.3014981477046974e-18, + -8.636403839970342e-17, + 1.3323592321099754e-16, + -3.031686906468873e-17, + 2.4629638262878628e-17, + -7.900720781676547e-19, + -2.1808565679421295e-17, + -2.3667811385109308e-17, + -3.421355608065148e-17, + -3.93662000687014e-17, + -1.3477026608743907e-17, + 5.461086982334577e-17, + 4.520586325515798e-17, + 3.3308980802749385e-17, + -2.4513703773147504e-17, + 7.315036915034873e-17, + -4.9035995286275094e-17, + -9.27475917848986e-18, + 1.3957940047628566e-17, + 8.647532119694533e-17, + 8.232780060906432e-18, + -1.8377763557378056e-18, + 3.1476929606998304e-17, + 5.3192461436635365e-17, + -3.9789861907718845e-18, + 1.712967868027263e-17, + -1.1502705187322778e-16, + 3.993299090738689e-17, + -8.666460929900633e-17, + 5.111995352144195e-17, + 4.9780266084548967e-17, + 5.461802627332917e-17, + 6.062944425938742e-17, + -9.681245537547131e-18, + 3.755704951289721e-18, + 4.145015830386826e-17, + 6.518380902882487e-17, + -4.1083748064718045e-17, + -3.692155675437105e-17, + 9.606818457719744e-18, + -1.3339622769062576e-18, + -5.272872347771087e-18, + 7.472765072669068e-17, + 5.4952948132552416e-17, + -1.1065589222336543e-16, + 6.657287597060333e-18, + -4.7032189290922345e-17 + ] + ], + "std": [ + [ + 0.9991740198480986, + 0.999174018921411, + 0.9991740270954932, + 0.9991740228113029, + 0.9991740158723277, + 0.9991740243561008, + 0.9991740252725309, + 0.999174022151669, + 0.9991740235072105, + 0.9991740165590162, + 0.9991740265611315, + 0.9991740307025938, + 0.9991740258785623, + 0.9991740332613678, + 0.9991740406234768, + 0.9991740233656764, + 0.99917402208918, + 0.9991740282488505, + 0.9991740156767379, + 0.9991740258273182, + 0.9991740265687704, + 0.9991740257984052, + 0.9991740313679454, + 0.9991740235402499, + 0.9991740301415374, + 0.999174025174945, + 0.9991740248772705, + 0.9991740131152005, + 0.9991740154072135, + 0.999174010790505, + 0.9991740145205046, + 0.9991740094880226, + 0.999174013734848, + 0.9991740112483611, + 0.999174012892406, + 0.9991740196421095, + 0.9991740163331171, + 0.9991740185362487, + 0.999174022570399, + 0.9991740213173976, + 0.9991740202239284, + 0.9991740238427211, + 0.9991740163680863, + 0.999174017062169, + 0.9991740125363977, + 0.9991740134381419, + 0.9991740191519729, + 0.9991740283370354, + 0.9991740155322458, + 0.9991740139261396, + 0.9991740184139896, + 0.999174019859705, + 0.9991740278504871, + 0.9991740398149004, + 0.999174023614369, + 0.9991740280305289, + 0.9991740362925333, + 0.9991740390736555, + 0.9991740447608781, + 0.9991740366854855, + 0.9991740362046343, + 0.9991740405864491, + 0.9991740375979712, + 0.9991740333245271, + 0.9991740409940638, + 0.9991740310134122, + 0.9991740304658957, + 0.999174033728742, + 0.999174036884333, + 0.9991740224573864, + 0.9991740220790023, + 0.9991740325877202, + 0.9991740370120651, + 0.9991740334250748, + 0.9991740430984879, + 0.9991740318332668, + 0.9991740344761934, + 0.999174042827945, + 0.9991740330505716, + 0.9991740252745448, + 0.9991740274917971, + 0.9991740305192677, + 0.9991740228891964, + 0.9991740211061582, + 0.9991740277499128, + 0.9991740236142126, + 0.9991740237191634, + 0.999174021976502, + 0.9991740197184515, + 0.9991740112462193, + 0.9991740199131119, + 0.999174015985377, + 0.9991740108661882, + 0.9991740240105333, + 0.9991740207849835, + 0.9991740206058937, + 0.9991740208986494, + 0.9991740167020124, + 0.9991740260065186, + 0.9991740164246233 + ] + ] + }, + "width": 384, + "in_features": 100, + "out_features": 2, + "depth": 4, + "padding": 200, + "parameters": 521479, + "cert_evals": { + "36": 0.12804877758026123, + "72": 0.04471544548869133, + "108": 0.028455283492803574, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/horse-colic/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/horse-colic/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..0c1cff7de156bae9b09b35c5e667d48179e33ea8 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/horse-colic/fold_0/result.json @@ -0,0 +1,80 @@ +{ + "best_epoch": 35, + "best_val_acc": 0.9090909090909091, + "test_acc": 0.8162393162393162, + "train_size": 68, + "val_size": 66, + "test_size": 234, + "stats": { + "mean": [ + [ + -3.918434204559376e-17, + 1.6081907047879105e-16, + -8.898111006186917e-17, + 4.5715065719859385e-17, + 1.1428766429964846e-16, + -9.240973999085862e-16, + -1.457167719820518e-15, + -1.240837498110469e-16, + -8.996071861300901e-16, + -9.469549327685159e-16, + 2.661269897263243e-16, + -3.632715043810255e-16, + 0.0, + 4.5715065719859385e-17, + -2.1796290262861528e-16, + -2.729842495843032e-15, + 1.0841001299280941e-15, + 3.7306758989242393e-16, + 7.836868409118753e-17, + 7.151142423320861e-16, + 7.836868409118753e-17, + -4.081702296416017e-17, + 5.877651306839064e-17, + -2.9959694855693565e-16, + 5.028657229184532e-16 + ] + ], + "std": [ + [ + 0.9742956396024967, + 0.9874129079346324, + 0.9918559595947606, + 0.99225721180266, + 0.9921299699802761, + 0.9848134955127864, + 0.9843013518199359, + 0.9861089730182948, + 0.9755495809457849, + 0.9860401240147575, + 0.985286300764603, + 0.9842961745285809, + 0.9824073002181559, + 0.9834383442239104, + 0.9888717265277447, + 0.986845504027903, + 0.9879390608769005, + 0.9920717709998307, + 0.9922690297982814, + 0.9844178185972415, + 0.9871806289366772, + 0.9789339023991226, + 0.9926179246174212, + 0.9926033525170048, + 0.9725972171816771 + ] + ] + }, + "width": 128, + "in_features": 25, + "out_features": 2, + "depth": 4, + "padding": 50, + "parameters": 56327, + "cert_evals": { + "36": 0.7820513248443604, + "72": 0.7008547186851501, + "108": 0.6410256624221802, + "255": 0.28632479906082153 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/horse-colic/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/horse-colic/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..70f699bea2e3cb40b9ef98615fdc363a256d5ead --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/horse-colic/fold_1/result.json @@ -0,0 +1,80 @@ +{ + "best_epoch": 3, + "best_val_acc": 0.8611111111111112, + "test_acc": 0.7280701754385965, + "train_size": 68, + "val_size": 72, + "test_size": 228, + "stats": { + "mean": [ + [ + -3.918434204559376e-17, + 1.6081907047879105e-16, + -8.898111006186917e-17, + 4.5715065719859385e-17, + 1.1428766429964846e-16, + -9.240973999085862e-16, + -1.457167719820518e-15, + -1.240837498110469e-16, + -8.996071861300901e-16, + -9.469549327685159e-16, + 2.661269897263243e-16, + -3.632715043810255e-16, + 0.0, + 4.5715065719859385e-17, + -2.1796290262861528e-16, + -2.729842495843032e-15, + 1.0841001299280941e-15, + 3.7306758989242393e-16, + 7.836868409118753e-17, + 7.151142423320861e-16, + 7.836868409118753e-17, + -4.081702296416017e-17, + 5.877651306839064e-17, + -2.9959694855693565e-16, + 5.028657229184532e-16 + ] + ], + "std": [ + [ + 0.9742956396024967, + 0.9874129079346324, + 0.9918559595947606, + 0.99225721180266, + 0.9921299699802761, + 0.9848134955127864, + 0.9843013518199359, + 0.9861089730182948, + 0.9755495809457849, + 0.9860401240147575, + 0.985286300764603, + 0.9842961745285809, + 0.9824073002181559, + 0.9834383442239104, + 0.9888717265277447, + 0.986845504027903, + 0.9879390608769005, + 0.9920717709998307, + 0.9922690297982814, + 0.9844178185972415, + 0.9871806289366772, + 0.9789339023991226, + 0.9926179246174212, + 0.9926033525170048, + 0.9725972171816771 + ] + ] + }, + "width": 128, + "in_features": 25, + "out_features": 2, + "depth": 4, + "padding": 50, + "parameters": 56327, + "cert_evals": { + "36": 0.6140350699424744, + "72": 0.5263158082962036, + "108": 0.4035087823867798, + "255": 0.07017543911933899 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/horse-colic/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/horse-colic/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..9dc486dafdab014d8a1834eced56f26c9eb1950a --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/horse-colic/fold_2/result.json @@ -0,0 +1,80 @@ +{ + "best_epoch": 10, + "best_val_acc": 0.8888888888888888, + "test_acc": 0.7848101265822784, + "train_size": 68, + "val_size": 63, + "test_size": 237, + "stats": { + "mean": [ + [ + -3.918434204559376e-17, + 1.6081907047879105e-16, + -8.898111006186917e-17, + 4.5715065719859385e-17, + 1.1428766429964846e-16, + -9.240973999085862e-16, + -1.457167719820518e-15, + -1.240837498110469e-16, + -8.996071861300901e-16, + -9.469549327685159e-16, + 2.661269897263243e-16, + -3.632715043810255e-16, + 0.0, + 4.5715065719859385e-17, + -2.1796290262861528e-16, + -2.729842495843032e-15, + 1.0841001299280941e-15, + 3.7306758989242393e-16, + 7.836868409118753e-17, + 7.151142423320861e-16, + 7.836868409118753e-17, + -4.081702296416017e-17, + 5.877651306839064e-17, + -2.9959694855693565e-16, + 5.028657229184532e-16 + ] + ], + "std": [ + [ + 0.9742956396024967, + 0.9874129079346324, + 0.9918559595947606, + 0.99225721180266, + 0.9921299699802761, + 0.9848134955127864, + 0.9843013518199359, + 0.9861089730182948, + 0.9755495809457849, + 0.9860401240147575, + 0.985286300764603, + 0.9842961745285809, + 0.9824073002181559, + 0.9834383442239104, + 0.9888717265277447, + 0.986845504027903, + 0.9879390608769005, + 0.9920717709998307, + 0.9922690297982814, + 0.9844178185972415, + 0.9871806289366772, + 0.9789339023991226, + 0.9926179246174212, + 0.9926033525170048, + 0.9725972171816771 + ] + ] + }, + "width": 128, + "in_features": 25, + "out_features": 2, + "depth": 4, + "padding": 50, + "parameters": 56327, + "cert_evals": { + "36": 0.7383965849876404, + "72": 0.6497889757156372, + "108": 0.5611814260482788, + "255": 0.1054852306842804 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/horse-colic/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/horse-colic/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..7df73f070ec9c0080026a75b023ceecd83ae6fa7 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/horse-colic/fold_3/result.json @@ -0,0 +1,80 @@ +{ + "best_epoch": 5, + "best_val_acc": 0.86, + "test_acc": 0.78, + "train_size": 68, + "val_size": 50, + "test_size": 250, + "stats": { + "mean": [ + [ + -3.918434204559376e-17, + 1.6081907047879105e-16, + -8.898111006186917e-17, + 4.5715065719859385e-17, + 1.1428766429964846e-16, + -9.240973999085862e-16, + -1.457167719820518e-15, + -1.240837498110469e-16, + -8.996071861300901e-16, + -9.469549327685159e-16, + 2.661269897263243e-16, + -3.632715043810255e-16, + 0.0, + 4.5715065719859385e-17, + -2.1796290262861528e-16, + -2.729842495843032e-15, + 1.0841001299280941e-15, + 3.7306758989242393e-16, + 7.836868409118753e-17, + 7.151142423320861e-16, + 7.836868409118753e-17, + -4.081702296416017e-17, + 5.877651306839064e-17, + -2.9959694855693565e-16, + 5.028657229184532e-16 + ] + ], + "std": [ + [ + 0.9742956396024967, + 0.9874129079346324, + 0.9918559595947606, + 0.99225721180266, + 0.9921299699802761, + 0.9848134955127864, + 0.9843013518199359, + 0.9861089730182948, + 0.9755495809457849, + 0.9860401240147575, + 0.985286300764603, + 0.9842961745285809, + 0.9824073002181559, + 0.9834383442239104, + 0.9888717265277447, + 0.986845504027903, + 0.9879390608769005, + 0.9920717709998307, + 0.9922690297982814, + 0.9844178185972415, + 0.9871806289366772, + 0.9789339023991226, + 0.9926179246174212, + 0.9926033525170048, + 0.9725972171816771 + ] + ] + }, + "width": 128, + "in_features": 25, + "out_features": 2, + "depth": 4, + "padding": 50, + "parameters": 56327, + "cert_evals": { + "36": 0.7120000123977661, + "72": 0.6240000128746033, + "108": 0.5520000457763672, + "255": 0.18400001525878906 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/ilpd-indian-liver/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/ilpd-indian-liver/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..823c1bd082e9e4f6044cfca0be66bb03d6e6c088 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/ilpd-indian-liver/fold_0/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 42, + "best_val_acc": 0.6744186046511628, + "test_acc": 0.6467236467236467, + "train_size": 146, + "val_size": 86, + "test_size": 351, + "stats": { + "mean": [ + [ + -0.04947167191780823, + -0.00829989520547949, + 0.0029959439041094614, + 0.043865143424657534, + -0.02727346465753423, + 0.06000245376712337, + 0.18081108150684932, + 0.13766838972602727, + 0.07700867876712333 + ] + ], + "std": [ + [ + 1.0220386211163874, + 0.9305248911517027, + 1.0317627748416793, + 1.0430349333459359, + 0.6968608763678219, + 1.4666603089790804, + 0.976649603737411, + 0.9779410793607819, + 1.0045141661622095 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 2, + "depth": 4, + "padding": 18, + "parameters": 3847, + "cert_evals": { + "36": 0.4729344844818115, + "72": 0.36182335019111633, + "108": 0.2849002778530121, + "255": 0.12250712513923645 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/lenses/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/lenses/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..5beb6d32949fc9ddb1a5b530d228632082984782 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/lenses/fold_1/result.json @@ -0,0 +1,38 @@ +{ + "best_epoch": 1, + "best_val_acc": 0.0, + "test_acc": 0.07142857142857142, + "train_size": 6, + "val_size": 4, + "test_size": 14, + "stats": { + "mean": [ + [ + 0.0, + -0.32631499999999997, + -0.6526299999999999, + 0.0 + ] + ], + "std": [ + [ + 0.9789467406691065, + 0.922958197211553, + 0.7296625220778439, + 0.978945 + ] + ] + }, + "width": 32, + "in_features": 4, + "out_features": 3, + "depth": 4, + "padding": 10, + "parameters": 3560, + "cert_evals": { + "36": 0.0, + "72": 0.0, + "108": 0.0, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/lenses/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/lenses/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..15af705aa3de0d573ccf6d6dcafef4ab7e5930ee --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/lenses/fold_2/result.json @@ -0,0 +1,38 @@ +{ + "best_epoch": 1, + "best_val_acc": 0.5, + "test_acc": 0.125, + "train_size": 6, + "val_size": 2, + "test_size": 16, + "stats": { + "mean": [ + [ + 0.0, + 0.0, + 0.32631499999999997, + 0.0 + ] + ], + "std": [ + [ + 0.9789467406691065, + 0.978945, + 0.9229581972115529, + 0.978945 + ] + ] + }, + "width": 32, + "in_features": 4, + "out_features": 3, + "depth": 4, + "padding": 10, + "parameters": 3560, + "cert_evals": { + "36": 0.0625, + "72": 0.0625, + "108": 0.0, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/letter/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/letter/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..8e145dc29365a935c17e066c26a0e0dc1afbb770 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/letter/fold_2/result.json @@ -0,0 +1,62 @@ +{ + "best_epoch": 47, + "best_val_acc": 0.6858620689655173, + "test_acc": 0.6904958677685951, + "train_size": 5000, + "val_size": 2900, + "test_size": 12100, + "stats": { + "mean": [ + [ + 0.021874334520000687, + 0.017884720619999826, + 0.014568840500000449, + 0.006699696200000058, + -0.00020502299999983865, + 0.011056104300000202, + -0.0043222202000001006, + -0.005629635800000384, + 0.0012383624799995345, + 0.011071598799999905, + -0.0038767746000001103, + -0.0036525290000001725, + 0.002787233879999989, + 0.011734750599999826, + -0.007305219399999943, + 0.006554009400000075 + ] + ], + "std": [ + [ + 1.018882039972734, + 0.9909097519297484, + 1.011006149224975, + 0.9981095511490614, + 0.9744828743262628, + 1.0187271547521726, + 1.0142349021053059, + 1.0059981552155532, + 1.0032678982013254, + 0.9974167859950539, + 0.9962881566563585, + 1.0100493766021112, + 0.9931648907076084, + 1.0108922135098513, + 1.0056449285270137, + 1.001713691144833 + ] + ] + }, + "width": 64, + "in_features": 16, + "out_features": 26, + "depth": 4, + "padding": 32, + "parameters": 16287, + "cert_evals": { + "36": 0.611900806427002, + "72": 0.5186776518821716, + "108": 0.41842973232269287, + "255": 0.14223140478134155 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/libras/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/libras/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..baac1cf4ff5a54b0729697a4b702a9efd0040e91 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/libras/fold_0/result.json @@ -0,0 +1,210 @@ +{ + "best_epoch": 28, + "best_val_acc": 0.6458333333333334, + "test_acc": 0.7117117117117117, + "train_size": 90, + "val_size": 48, + "test_size": 222, + "stats": { + "mean": [ + [ + 0.059153607855555554, + -0.022086486111111102, + 0.05922882088888888, + -0.02086866645555565, + 0.056779304333333384, + -0.018696930000000046, + 0.05689053533333337, + -0.016248013333333245, + 0.0569165588888889, + -0.0036989233333332458, + 0.06283389777777776, + -0.0037991557777777556, + 0.05937392222222222, + -0.007620807444444464, + 0.05464593999999994, + -0.011244530777777774, + 0.04970278000000001, + -0.013921464755555614, + 0.04771983000000002, + -0.019249020222222305, + 0.044871499788888936, + -0.020557805333333252, + 0.03973438522222228, + -0.026101116888888873, + 0.0330146356666666, + -0.027676334444444468, + 0.034978265333333355, + -0.0210573455555555, + 0.04064138888888893, + -0.01831029133333337, + 0.044241277888888826, + -0.010786282777777736, + 0.051733793333333285, + -0.0034738184444444765, + 0.045049727888888905, + -0.021378303111111135, + 0.04119049111111115, + -0.045665581555555515, + 0.03553613722222227, + -0.07517735188888884, + 0.022791370888888884, + -0.09528456055555552, + 0.01893847222222228, + -0.11598632511111107, + 0.02626179000000001, + -0.1326080574444444, + 0.034327293333333335, + -0.13289333, + 0.03746381222222225, + -0.11572220622222221, + 0.042059589422222224, + -0.09740232666666666, + 0.04862533955555555, + -0.08259843555555557, + 0.04790880555555556, + -0.06473083111111111, + 0.04817679555555557, + -0.043231756999999996, + 0.05318957111111112, + -0.019220134666666673, + 0.055677036666666645, + -0.002841064555555544, + 0.05546902555555555, + 0.003981006666666653, + 0.05436141222222221, + 0.010304663333333285, + 0.04651793477777778, + 0.004333857777777748, + 0.038974952222222185, + -0.008231636300000048, + 0.03247019888888887, + -0.02334288095555553, + 0.03011131132222221, + -0.030717089555555615, + 0.02976556422222225, + -0.03948321999999996, + 0.022267378333333344, + -0.03566932055555558, + 0.015906501777777787, + -0.04077892000000001, + 0.011949363777777782, + -0.03570859, + 0.004940353333333312, + -0.031180698333333357, + 0.0004020502222222259, + -0.025412966666666658, + -0.002333565333333347, + -0.02677985111111109, + -0.0059334082222222105, + -0.026852045555555534 + ] + ], + "std": [ + [ + 1.0272697848649774, + 0.9664771136823957, + 1.027688880747467, + 0.9662624765656191, + 1.0292677018687986, + 0.9684534093051018, + 1.0319599452853536, + 0.9677596062743243, + 1.0377674721252286, + 0.9616782342445047, + 1.0370360978842266, + 0.9555582821931108, + 1.0289925918383118, + 0.9579834639182713, + 1.0189074336088546, + 0.9625256328191537, + 1.0121348350240766, + 0.9646803522961049, + 1.0126185493427433, + 0.9598197286028425, + 1.0189730181818124, + 0.951620173828917, + 1.0350698342948041, + 0.9370228296137644, + 1.0541894305710373, + 0.9184614636871827, + 1.0696682809354456, + 0.9329853150754773, + 1.0890255312769253, + 0.9489615861352966, + 1.1066977252299934, + 0.9608235727079338, + 1.1024326497238879, + 0.9717686177151472, + 1.0972507342710132, + 0.9657911543082057, + 1.069178058095652, + 0.9664501545749722, + 1.0261884635827954, + 0.9801982751719368, + 0.9882367711096164, + 1.0014044489935727, + 0.9672861968365165, + 1.024725533269629, + 0.9648715731537318, + 1.033145694150089, + 0.973815805756156, + 1.0313002194928262, + 0.9859951872457644, + 1.0345119812696684, + 0.9964608835988579, + 1.0372020790742669, + 1.002794362543549, + 1.050476963151338, + 1.0100223483256028, + 1.051659471579452, + 1.0207177149077362, + 1.0380336604147125, + 1.0274778037875825, + 1.0217936789225461, + 1.023355900720886, + 0.99539519439483, + 1.0134647330026565, + 0.9689247631505362, + 1.0089599239522917, + 0.950558838647045, + 1.008875615908425, + 0.9499906362659443, + 1.0089288969813415, + 0.9607648958830952, + 1.0158951823905173, + 0.9737378299181498, + 1.0199933463033373, + 0.9860581507065539, + 1.0263547725332822, + 1.0015989523192506, + 1.032627742296777, + 1.0279180377810286, + 1.0376802603494275, + 1.050663043279449, + 1.0450149927264303, + 1.0536672233709206, + 1.048344449365565, + 1.0509585135332231, + 1.049228637606536, + 1.0418893656144446, + 1.0487172103574718, + 1.0370002214587464, + 1.0495960897157208, + 1.0304275340443008 + ] + ] + }, + "width": 512, + "in_features": 90, + "out_features": 15, + "depth": 4, + "padding": 180, + "parameters": 888340, + "cert_evals": { + "36": 0.6711711883544922, + "72": 0.6126126050949097, + "108": 0.5495495796203613, + "255": 0.31081080436706543 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/libras/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/libras/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..cb3b974b901c0fdfb7872d103625cde2c6d315d6 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/libras/fold_1/result.json @@ -0,0 +1,210 @@ +{ + "best_epoch": 22, + "best_val_acc": 0.7857142857142857, + "test_acc": 0.6448598130841121, + "train_size": 90, + "val_size": 56, + "test_size": 214, + "stats": { + "mean": [ + [ + -0.033764339333333275, + 0.0455450088888889, + -0.0393941557777778, + 0.0442136877777778, + -0.045103564444444466, + 0.04001134399999995, + -0.05244813000000002, + 0.028505362222222205, + -0.06154681444444444, + 0.021204386666666637, + -0.07797415355555551, + 0.01921581555555562, + -0.10197233555555556, + 0.006906205777777777, + -0.12702198222222222, + -0.005695309999999986, + -0.14416418666666672, + -0.02292435444444457, + -0.16337620333333333, + -0.03858305355555561, + -0.1711072416555556, + -0.04597038555555552, + -0.17688608222222224, + -0.0510546662222222, + -0.1777130125555556, + -0.055949267777777756, + -0.1758602002222223, + -0.056614647777777784, + -0.17039360222222222, + -0.06617457911111113, + -0.16981005877777777, + -0.07106641555555543, + -0.16308817222222222, + -0.05537972144444455, + -0.14865953544444438, + -0.04185643888888888, + -0.12450770666666665, + -0.020887783333333316, + -0.0970945600000001, + -0.01284855222222223, + -0.06770919911111105, + -0.006189087555555519, + -0.045649386666666646, + -0.019774148444444417, + -0.024750903666666667, + -0.028532645999999984, + -0.008615883333333359, + -0.04990173111111105, + 0.0027711554444444235, + -0.06698789577777778, + 0.001936522755555571, + -0.08285931522222224, + -0.0073226571111110784, + -0.08259888076666667, + -0.02258475644444445, + -0.07283224555555554, + -0.03855426111111113, + -0.06328560555555554, + -0.06116145375555557, + -0.06039820777777778, + -0.08062423999999999, + -0.06031211888888889, + -0.1001700812222222, + -0.0643715877777778, + -0.11488044000000007, + -0.06820063999999999, + -0.1203164692222222, + -0.07924086666666665, + -0.12108284722222223, + -0.0915652744444445, + -0.11548237566666666, + -0.10036381111111108, + -0.10867505555555551, + -0.11164193444444444, + -0.10020240444444449, + -0.12007570888888885, + -0.09298762111111107, + -0.12944496888888887, + -0.0845759822222222, + -0.12039282000000003, + -0.07738502700000004, + -0.1146484011111111, + -0.06909253888888889, + -0.09596822888888885, + -0.0527662786666667, + -0.08531162555555549, + -0.04094482422222221, + -0.0668187426666667, + -0.03109291377777779, + -0.049228804444444406 + ] + ], + "std": [ + [ + 0.9391947140806977, + 0.9661200046110473, + 0.9369047047249826, + 0.965372181859147, + 0.9379655989040812, + 0.9626856204401466, + 0.9383704435642225, + 0.9596973553804454, + 0.9435124416750471, + 0.9569644766257196, + 0.9507806726832521, + 0.9503884002742878, + 0.9577699621134407, + 0.945652945681381, + 0.9650370451264835, + 0.9434629223854399, + 0.9739544466032157, + 0.9438505847776927, + 0.9764228611015309, + 0.9469890572332942, + 0.9779898535101123, + 0.9533340820544212, + 0.9757437918199428, + 0.9549347448822753, + 0.9663610809902762, + 0.9438525284454122, + 0.952169999214585, + 0.9678377690397413, + 0.9393886782621469, + 0.9947209380373468, + 0.9361716970367747, + 1.0123442945183636, + 0.9252713522214633, + 1.0260951627274713, + 0.9231710047035482, + 1.025557832763311, + 0.9248516800643717, + 1.0172305910811887, + 0.9282810826954029, + 1.0064682263739466, + 0.9205614506509361, + 0.9946120696327407, + 0.9081070345079777, + 0.9949749986778512, + 0.9033325693342755, + 1.006822968070411, + 0.9085081292518836, + 1.0191220579997762, + 0.9153594418262174, + 1.0318423200857954, + 0.9183368353262834, + 1.0392962508240564, + 0.9237882688127866, + 1.055023953325584, + 0.9343012330154237, + 1.0481089228331875, + 0.9560851685143908, + 1.0339727591956172, + 0.9853902060723677, + 1.0098325304467373, + 0.9988778299057116, + 0.9870909710943886, + 1.0021729674536564, + 0.9828786628007012, + 1.0079592542333784, + 0.9835701890015256, + 1.017348186621727, + 0.9858555228606939, + 1.0242608111755789, + 0.9832306180154835, + 1.0262585496418493, + 0.9866284497369432, + 1.0229030560951116, + 0.9869096028519032, + 1.0172087108740004, + 0.9788435218174495, + 1.0148292680398843, + 0.9702030398470889, + 1.0139464402917768, + 0.9650993937320577, + 1.0142334827118167, + 0.9622076846279796, + 1.0188552180562984, + 0.9619140911906384, + 1.0175453036347175, + 0.9585537532942093, + 1.0155723528745622, + 0.9543291962926345, + 1.012212127147541, + 0.9495775298724907 + ] + ] + }, + "width": 512, + "in_features": 90, + "out_features": 15, + "depth": 4, + "padding": 180, + "parameters": 888340, + "cert_evals": { + "36": 0.5981308221817017, + "72": 0.5654205679893494, + "108": 0.5093457698822021, + "255": 0.2897196114063263 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/libras/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/libras/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..3a1e6fe45de42b55321a366cb509730fbe9d618d --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/libras/fold_2/result.json @@ -0,0 +1,210 @@ +{ + "best_epoch": 10, + "best_val_acc": 0.6964285714285714, + "test_acc": 0.5887850467289719, + "train_size": 90, + "val_size": 56, + "test_size": 214, + "stats": { + "mean": [ + [ + -0.0795752713666667, + 0.0976775155555555, + -0.0792770048888889, + 0.09542594000000003, + -0.0793193911111111, + 0.09638493444444453, + -0.0793156911111111, + 0.09763250999999992, + -0.08028563333333336, + 0.0968837866666667, + -0.08446061444444444, + 0.09761106766666666, + -0.0858379077777778, + 0.09109071466666677, + -0.08833427666666666, + 0.08412569366666675, + -0.08150408654444444, + 0.07868567302222215, + -0.07937965800000002, + 0.07571118444444438, + -0.07020866522222223, + 0.07384745777777788, + -0.05723015477777777, + 0.06437183422222217, + -0.04520808033333336, + 0.04587258000000005, + -0.029391714666666645, + 0.02986913666666669, + -0.01909765222222218, + 0.021750623000000042, + -0.016599911111111112, + 0.03220027088888891, + -0.021600725555555558, + 0.038351117999999955, + -0.029936903333333327, + 0.043317289555555506, + -0.04636568555555557, + 0.04265821111111109, + -0.06504211555555557, + 0.0398037177777778, + -0.07834400400000001, + 0.03486788355555556, + -0.09061476011111111, + 0.024548287777777737, + -0.10536790666666669, + 0.029715636555555532, + -0.1355004688888889, + 0.023034604444444474, + -0.1566124356666667, + 0.013996776444444445, + -0.17107036222222222, + 0.008349538444444445, + -0.17717941188888894, + 0.011516642222222234, + -0.18186103466666662, + 0.006701916666666682, + -0.1859549, + 0.017993973000000038, + -0.1814516993111111, + 0.023018069777777796, + -0.177811022, + 0.013411195555555524, + -0.17198873444444454, + 0.007958389222222214, + -0.159803446, + 0.01762081777777776, + -0.14861193111111112, + 0.03175548111111108, + -0.13662967000000004, + 0.039799975555555506, + -0.12218454000000008, + 0.05352645888888891, + -0.10940399555555551, + 0.056771615555555516, + -0.10123112444444446, + 0.04481529555555562, + -0.09524841888888891, + 0.04344370633333331, + -0.08900512488888888, + 0.047798668888888826, + -0.08192136066666673, + 0.039209352222222264, + -0.07595590804444444, + 0.038319951666666546, + -0.0710968062222223, + 0.046865989111111096, + -0.06933622333333335, + 0.04505355422222219, + -0.0645431828888889, + 0.048621090000000124 + ] + ], + "std": [ + [ + 0.9995783575072309, + 0.9453718021917624, + 0.9986629556137443, + 0.9447043484979707, + 0.9963987589123307, + 0.9459381244093827, + 0.9892357792736222, + 0.9448309404294691, + 0.9884066352373108, + 0.9409207140609871, + 0.9850607322448387, + 0.9374842650334984, + 0.9943922917763706, + 0.9366045758806816, + 1.0082213369876118, + 0.9387174087314007, + 1.0167982259784791, + 0.9414588919501151, + 1.0151339246945583, + 0.946713464769804, + 1.0115845765750173, + 0.9519023234179994, + 1.0054336883537112, + 0.9439031440238868, + 0.9948632401641084, + 0.9178338997823589, + 0.985985091605607, + 0.8980699861250137, + 0.9786895246049818, + 0.8844782943097348, + 0.9763567999689986, + 0.8891258733016062, + 0.9893411781237217, + 0.8987381436886754, + 1.0077858282578576, + 0.8950579121384119, + 1.0348131829708704, + 0.8802295332034641, + 1.0573036237099012, + 0.8816011636092593, + 1.0741826778133243, + 0.8914978392878847, + 1.076897441410801, + 0.911788092656148, + 1.0751351512562335, + 0.9265647791225483, + 1.0763970425573648, + 0.9407369624799463, + 1.075053685265128, + 0.9417913276181705, + 1.0697018034326975, + 0.9523523099253108, + 1.0619584342897572, + 0.9687246728261701, + 1.0496115620329747, + 0.9819961763171552, + 1.0437880565787132, + 0.9902261296333055, + 1.036776335171439, + 1.0167686539675216, + 1.02719908329187, + 1.0393897565193124, + 1.0151559172418654, + 1.0633025125446949, + 1.0021468886253628, + 1.0845540064051982, + 0.9949848743518965, + 1.0934858712212507, + 0.9936750833266651, + 1.0939158617327953, + 0.9887264840502932, + 1.07687069654482, + 0.9849073877892529, + 1.0495601673985115, + 0.968536122796128, + 1.0302608877871398, + 0.9595525737715221, + 1.0250582586535266, + 0.9494218117785129, + 1.0314076443737552, + 0.9369730450579224, + 1.0282406198941436, + 0.927613615345622, + 1.0110472572993734, + 0.9191954706340935, + 0.9917321431280843, + 0.9152228948941693, + 0.9841156236614271, + 0.9187162282547586, + 0.9920089857228521 + ] + ] + }, + "width": 512, + "in_features": 90, + "out_features": 15, + "depth": 4, + "padding": 180, + "parameters": 888340, + "cert_evals": { + "36": 0.5700934529304504, + "72": 0.5280373692512512, + "108": 0.49065420031547546, + "255": 0.3177570104598999 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/libras/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/libras/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..facb0a8dac819a1cef3727c908fa3e9498ae7f71 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/libras/fold_3/result.json @@ -0,0 +1,210 @@ +{ + "best_epoch": 37, + "best_val_acc": 0.7777777777777778, + "test_acc": 0.6666666666666666, + "train_size": 90, + "val_size": 45, + "test_size": 225, + "stats": { + "mean": [ + [ + 0.09026950530000002, + -0.03347233166666681, + 0.08805549977777775, + -0.03405123534444449, + 0.08708464222222234, + -0.03423331444444434, + 0.08310377777777779, + -0.037732521111111056, + 0.07844351111111113, + -0.04188870111111114, + 0.07671959222222215, + -0.04202225133333326, + 0.08212408711111117, + -0.0449390454444444, + 0.0878047777777778, + -0.05257811300000004, + 0.09755105444444442, + -0.051445295555555555, + 0.10336957555555559, + -0.05607170222222236, + 0.10687409668888889, + -0.05782803755555547, + 0.10272375744444447, + -0.057026167999999905, + 0.10213378411111111, + -0.044367474444444326, + 0.09731909555555555, + -0.04350549444444442, + 0.08865874400000001, + -0.06280649233333332, + 0.08169131444444443, + -0.08661213244444435, + 0.07810773555555556, + -0.1112553797777778, + 0.07463555555555558, + -0.1263340871111112, + 0.06639933666666666, + -0.1465535255555555, + 0.05377655111111114, + -0.1640056500000001, + 0.04418829777777779, + -0.17093437533333333, + 0.02842860777777779, + -0.16408909622222206, + 0.016942645555555583, + -0.16675064855555574, + 0.0073328979777777265, + -0.1588536488888888, + 0.00373534444444446, + -0.1495966028888889, + 0.0037222849777777105, + -0.1322372677777777, + -0.0027955453333333665, + -0.10401365777777777, + -0.014766566666666684, + -0.0861462788888889, + -0.025277220000000013, + -0.07635618999999995, + -0.03186592444444443, + -0.07135788, + -0.030484778888888852, + -0.06502929344444444, + -0.022410275666666677, + -0.05761954077777779, + -0.016950835555555564, + -0.03907689404444446, + -0.011996154444444438, + -0.029193174444444425, + -0.010071146111111135, + -0.02858531444444451, + -0.007421466666666659, + -0.023952365555555542, + -0.009688820900000063, + -0.01668311955555556, + -0.005838026666666681, + -0.0015534499999999242, + -0.005162895555555574, + -0.0012964042222222037, + -0.001906099777777802, + 0.003737124444444456, + -0.003503918111111117, + 0.001677034444444477, + -0.007449703600000025, + -0.0018753644444445127, + -0.012184628888888922, + 0.0026639691111110986, + -0.016971600444444422, + 0.007810784999999998, + -0.020134840000000025, + 0.010748244444444445 + ] + ], + "std": [ + [ + 0.9926513732856214, + 0.9922740467464981, + 0.9964342900718223, + 0.9915656502494293, + 1.0031269607060127, + 0.9916453686089172, + 1.0081725642875177, + 0.9907693657057502, + 1.0084903680397026, + 0.9923185425628301, + 1.0128792801232473, + 0.9902737219168581, + 1.010792816435926, + 0.9888655842110828, + 1.0031758362749574, + 0.9854298441685992, + 0.9890882368719963, + 0.9804285773312239, + 0.9730772918992427, + 0.9745141433518287, + 0.9567259704295461, + 0.9768662669607254, + 0.9493774355368427, + 1.0038706259343744, + 0.9377382291600974, + 1.0496602487376752, + 0.9305872026550348, + 1.0503150154169958, + 0.9307025386159513, + 1.0392640335949292, + 0.9406209149566932, + 1.0233939080464391, + 0.9494506124739838, + 1.012079221518538, + 0.9489390893774563, + 1.0141082199450873, + 0.9442671255914099, + 1.0105514136076659, + 0.9468901507686455, + 1.0026766110539935, + 0.9613592957699403, + 0.985068403868737, + 0.9800073579280031, + 0.975436460339431, + 1.0032379235377316, + 0.9551918013742791, + 1.028917517888183, + 0.9387713484170384, + 1.0523789652036324, + 0.9234035510206958, + 1.070132196612977, + 0.9175395296994716, + 1.0842267579309721, + 0.9236823939192144, + 1.0897183483523363, + 0.9433433068622874, + 1.086396588028764, + 0.9587574522789919, + 1.0791277022520895, + 0.9570482720019563, + 1.0581187757889448, + 0.9635751628260921, + 1.0294739845645628, + 0.9733935507031055, + 1.0038087220203096, + 0.976159293071053, + 0.9795623017359278, + 0.9735603509166184, + 0.9585371109226899, + 0.9664985333557078, + 0.9486892392383033, + 0.9697532879719861, + 0.9467364294702475, + 0.9789250453647614, + 0.945107639018188, + 0.9917430005321338, + 0.9508272395661652, + 0.9771349829809848, + 0.9547821795258222, + 0.9594346199487507, + 0.9622256316466118, + 0.9685833725709367, + 0.9607418125919945, + 0.9665777543918542, + 0.9594116876542311, + 0.9632493733809626, + 0.9562909158066344, + 0.9622547186764627, + 0.9546903734091414, + 0.9522119089089927 + ] + ] + }, + "width": 512, + "in_features": 90, + "out_features": 15, + "depth": 4, + "padding": 180, + "parameters": 888340, + "cert_evals": { + "36": 0.6355555653572083, + "72": 0.5911111235618591, + "108": 0.551111102104187, + "255": 0.3777777850627899 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/low-res-spect/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/low-res-spect/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..d5dda91350df3f51d816a14459ab6e1e1403f448 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/low-res-spect/fold_0/result.json @@ -0,0 +1,230 @@ +{ + "best_epoch": 30, + "best_val_acc": 0.9024390243902439, + "test_acc": 0.8354430379746836, + "train_size": 133, + "val_size": 82, + "test_size": 316, + "stats": { + "mean": [ + [ + 0.024469110902255578, + 0.005587958646616302, + 0.01128199067669173, + -0.06037009248120303, + -0.05151846172932332, + -0.024907055639097758, + -0.0322428857142857, + -0.07194005187969929, + -0.07847493984962406, + -0.07729481917293234, + -0.0773144627819549, + -0.07946655714285718, + -0.08317833781954889, + -0.08108707368421056, + -0.051557367819548866, + -0.021992530075187956, + 0.014977627969924827, + 0.04699444218045112, + 0.04272368962406013, + 0.05729708105263157, + 0.07787030999999998, + 0.07839934406015038, + 0.09192532827067672, + 0.07718017969924812, + 0.0731354135338346, + 0.07884905857142857, + 0.07964327293233082, + 0.05894142315789478, + 0.062022699022556374, + 0.07031742661654138, + 0.043068441142857156, + 0.04871273007518795, + 0.04621051263157891, + 0.06354882256390976, + 0.0722840044360902, + 0.038285738646616524, + 0.02072807609022559, + 0.04804389000000004, + 0.0138044796992481, + -0.018880903210526323, + 0.011148169654135377, + 0.02407343864661653, + 3.409736842104958e-05, + 0.014395889473684208, + 0.012942278195488701, + 0.003991518496240605, + 0.004891412781954892, + -0.0026670207518796982, + 0.0021274761654135233, + 0.004516233834586465, + -0.017067495330827086, + 0.05021997804511279, + 0.05085938015037594, + 0.049456287593984995, + 0.04968600586466166, + 0.038087282105263166, + 0.0031582917293233393, + 0.021881782706766925, + 0.006666542857142849, + -0.009844528496240594, + 0.009452689842105257, + -0.006844017293233067, + -0.0035632469924812256, + -0.013377724812030098, + -0.0006018690977443607, + -0.018097159398496255, + -0.011943087969924802, + -0.03201817045112783, + 0.003904128195488711, + -0.007856270676691717, + -0.008680359248120318, + 0.014900510601503778, + 0.004884186917293262, + 0.009004930977443638, + 0.005372908571428565, + 0.007624029323308276, + -0.002930867593984958, + -0.006319933082706782, + 0.00469686285714285, + -0.008532866616541344, + 0.0019344359398495853, + -0.004738761654135335, + 0.0044714904511278155, + -0.001649885714285715, + -0.00984493360902256, + -0.01978030300751879, + -0.00966449759398497, + -0.010639091127819557, + -0.00729790171428571, + -0.01663022781954888, + -0.014927266917293243, + -0.0048786105263157985, + -0.023854766390977448, + -0.002417377293233085, + -0.018055805503759383, + -0.035139856165413506, + -0.003715027067669185, + -0.023457403157894727, + -0.028482144812030083, + -0.012900542255639115 + ] + ], + "std": [ + [ + 1.017393269930814, + 0.9859850544384411, + 0.6351269169990451, + 0.9218499349108917, + 0.9397831881819683, + 0.9559682118638801, + 0.9438724801654544, + 0.9693197875856094, + 0.9713955988615406, + 0.9774390189841138, + 0.9920460008560096, + 0.9991906740103633, + 1.0018878985632447, + 1.0231730392212295, + 1.0116746756260164, + 1.0108766947238579, + 0.9897047919639949, + 0.9656545067924569, + 0.9779229908137462, + 0.9930910566294954, + 0.9769947826741521, + 0.9930680515190659, + 0.9847812255306415, + 0.9945404262409027, + 1.0133003340234725, + 1.010622334528224, + 0.9790643689216147, + 0.9695036033277806, + 0.9691086110146303, + 0.9709469151594099, + 0.9509962741361917, + 0.9459390595619844, + 0.9682759104651395, + 0.9693952498748859, + 0.9565179833606766, + 1.0087728224509616, + 1.0339412420571243, + 0.9797879106089201, + 1.046812274765615, + 1.017780178031687, + 0.9666275571579879, + 1.0256130258535934, + 1.0669421863085269, + 1.0402013313577008, + 1.0594653822910898, + 1.0511922704716143, + 1.0356545195251559, + 1.0641512050185258, + 1.0747163688005084, + 1.0935617174093786, + 1.07443136746114, + 1.0136851672908218, + 0.997280326392972, + 0.9783984688090382, + 1.0042883048291307, + 1.0487180616841298, + 1.0824392363653417, + 1.0689163006997184, + 1.07508445719523, + 1.094579375466917, + 1.0691245108180063, + 1.0218590639920084, + 1.0406528766233436, + 1.0483992179501052, + 1.0151157130662107, + 0.9890602540733745, + 1.0033195884602837, + 0.9979416719998978, + 0.9549270557055792, + 0.9629229016162045, + 0.9687018168255607, + 0.9641140507904243, + 0.9578638967395385, + 0.9634794979402529, + 0.9643850012759382, + 0.9632020577312645, + 0.9577176582123652, + 0.9571989614345542, + 0.9564290236354037, + 0.9456491144494708, + 0.9478771903690641, + 0.9493390272820802, + 0.9470489606741441, + 0.9627884351729016, + 0.9803995592284533, + 0.9681002662445597, + 0.9719751368852133, + 0.9739709130127491, + 0.9720839287368537, + 0.9671210605802054, + 0.9711011471027048, + 0.9845527475390607, + 0.9825803050843526, + 1.0038184387573925, + 0.979717500002443, + 0.9649405988529449, + 0.9876179722405718, + 0.9748242307388256, + 0.9872212806368876, + 0.982676241489978 + ] + ] + }, + "width": 384, + "in_features": 100, + "out_features": 9, + "depth": 4, + "padding": 200, + "parameters": 524174, + "cert_evals": { + "36": 0.8069620728492737, + "72": 0.7753164768218994, + "108": 0.7310127019882202, + "255": 0.6234177350997925 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/low-res-spect/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/low-res-spect/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..d00d6a6489db18621ff1b193f581420a249dc768 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/low-res-spect/fold_1/result.json @@ -0,0 +1,230 @@ +{ + "best_epoch": 47, + "best_val_acc": 0.782608695652174, + "test_acc": 0.8085106382978723, + "train_size": 133, + "val_size": 69, + "test_size": 329, + "stats": { + "mean": [ + [ + 0.1530652789473686, + -0.009363782556390993, + 0.05088392255639105, + 0.09471572902255651, + 0.08876052902255634, + 0.12944444736842103, + 0.10373392857142849, + -0.02023532421052626, + -0.029163837593984988, + -0.026313689849624053, + -0.02965288872180454, + -0.034014545112781965, + -0.03632338819548872, + -0.014735644736842088, + 0.01785539338345867, + 0.042751381052631564, + 0.08679215699248122, + 0.10001419052631579, + 0.1017368892481203, + 0.1075867052631579, + 0.10462587691729323, + 0.0953443353383458, + 0.1062469197894737, + 0.10487969082706766, + 0.1025905135338346, + 0.08913448766917297, + 0.09933672556390981, + 0.10743754187969931, + 0.11109795225563905, + 0.10047740721804511, + 0.08384493444360905, + 0.08902717887218042, + 0.08559397548872186, + 0.06289796500751879, + 0.060330664586466215, + 0.046363331127819554, + 0.07722293548872182, + 0.0516131944360902, + -0.022730849022556402, + -0.028101030902255634, + -0.013324536090225563, + -0.09062933308270675, + -0.0771601732330827, + -0.06511450924812032, + -0.12265796165413538, + -0.08916524360902257, + -0.07463184060150373, + -0.05617420278195486, + -0.030201605263157905, + -0.07578766255639095, + -0.059237725210526344, + 0.1091188300225564, + 0.09946399218045113, + 0.08242898984962406, + 0.03451749195488724, + 0.014174642255639086, + -0.049911600902255625, + -0.08932375545864665, + -0.07350661661654141, + -0.06060752706766915, + -0.0945347070225564, + -0.07166026834586467, + -0.08000871849624057, + -0.06738826315789478, + -0.0653453539849624, + -0.06987513011278194, + -0.07700414037593982, + -0.0684724142857143, + -0.06314225375939844, + -0.06643927654135334, + -0.056201902105263185, + -0.045947005037593976, + -0.033031945488721806, + -0.04689342698496246, + -0.051469952631578955, + -0.03478667669172926, + -0.032341004661654134, + -0.056062630977443614, + -0.05649333834586465, + -0.039601220375939813, + -0.037854870451127794, + -0.045860515789473665, + -0.05729389000000003, + -0.0682322045112782, + -0.058773774210526354, + -0.06832082496240602, + -0.0708990614285714, + -0.0600364096992481, + -0.07209753969172931, + -0.0762365472180451, + -0.0768351112781955, + -0.07007685624060155, + -0.08927176834586463, + -0.0882228510300752, + -0.07869736499248121, + -0.0844527432330827, + -0.07372521428571428, + -0.09207066969172933, + -0.08798474277443606, + -0.09338331523308271 + ] + ], + "std": [ + [ + 0.9744553382107187, + 0.9677597969434724, + 1.777310974913784, + 0.9984082294697983, + 0.9969586292153921, + 1.0583440616051412, + 1.0566345380560944, + 0.9857375895494132, + 1.0026115267211986, + 1.0074187005868174, + 0.9914187021756643, + 0.9940673441835514, + 0.98310153446628, + 0.9642872316677437, + 0.9316107906957257, + 0.8392466954824206, + 0.8182299587971944, + 0.8347678474815514, + 0.8515903298166666, + 0.8799721558505285, + 0.89007089287234, + 0.8866071634453673, + 0.8820893100565611, + 0.8826542910069028, + 0.8881722225389, + 0.8787089402752493, + 0.8964119629138864, + 0.879494453663738, + 0.8784873894639735, + 0.886681676346154, + 0.9222856861284946, + 0.9332670529570117, + 0.9776036297075393, + 0.9305127026487992, + 0.9359011475452199, + 0.9633874454328895, + 0.9527398490690858, + 0.965465879462667, + 1.0188818420464785, + 0.9828227999977308, + 0.9531229051081205, + 0.8713338836905145, + 0.9153495157969829, + 0.9223417239665608, + 0.8942885354612832, + 0.8998020432065605, + 0.9315570163515208, + 0.9082683584325931, + 0.9187746260543722, + 0.893070795181221, + 0.9468936674390013, + 0.9056643525291117, + 0.9110446769794468, + 0.9379974540127038, + 0.9647664124557613, + 1.0085574939350006, + 0.9275642673326407, + 0.8504043471913983, + 0.9142116919528667, + 0.8800039098256741, + 0.8415645024254653, + 0.8409729112787964, + 0.8399221552071359, + 0.8651820522167459, + 0.8672852422573245, + 0.8259267130126927, + 0.8390487632459173, + 0.8180961860126535, + 0.8777786937858696, + 0.8683920376045541, + 0.8383842635930155, + 0.8430069272476867, + 0.8666946932557273, + 0.8486025752416404, + 0.8592189394385275, + 0.8740498203324533, + 0.8491655645886534, + 0.8344601422755191, + 0.8287917280777043, + 0.8272025037471293, + 0.8136865464598907, + 0.8270386668301318, + 0.80191790451096, + 0.7804539659801455, + 0.7882991571441237, + 0.778040195581798, + 0.7589918746851501, + 0.7570902805838913, + 0.7293901823605933, + 0.7351310134454143, + 0.7408556555784315, + 0.725678505691747, + 0.6990444825351154, + 0.6919872173073935, + 0.7125567265129449, + 0.7086783958233831, + 0.6708513004398178, + 0.6871596422451152, + 0.6809238754969238, + 0.6885319279117135 + ] + ] + }, + "width": 384, + "in_features": 100, + "out_features": 9, + "depth": 4, + "padding": 200, + "parameters": 524174, + "cert_evals": { + "36": 0.7963525652885437, + "72": 0.7781155109405518, + "108": 0.7537993788719177, + "255": 0.6413373947143555 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/low-res-spect/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/low-res-spect/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..07c075bbc48d607682ddd67b43efda8c08f63973 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/low-res-spect/fold_2/result.json @@ -0,0 +1,230 @@ +{ + "best_epoch": 48, + "best_val_acc": 0.8191489361702128, + "test_acc": 0.8881578947368421, + "train_size": 133, + "val_size": 94, + "test_size": 304, + "stats": { + "mean": [ + [ + -0.13586325413533815, + -0.0618193278195488, + -0.04310375263157894, + -0.004718533834586481, + 0.01244425488721805, + -0.025889947368421044, + -0.03012266992481201, + -0.06166973518796993, + -0.058414011278195524, + -0.04856861338345865, + -0.053738878195488775, + -0.0494522635338346, + -0.033144374736842064, + -0.01673198932330828, + 0.00380962645112784, + 0.03076035639097744, + 0.08222181203007521, + 0.08607955939849626, + 0.08385189150375942, + 0.08648061872180456, + 0.08489306466165417, + 0.08092049669172934, + 0.08067010932330827, + 0.07488779000000001, + 0.07012468195488719, + 0.07198337165413535, + 0.04773527819548873, + 0.050869944360902274, + 0.03545853684210525, + 0.016283467669172918, + 0.004097258646616531, + 0.010401111278195502, + -0.01792126090225564, + -0.002418199992481197, + 0.024459281879699275, + 0.025849884210526343, + 0.037459733984962384, + 0.006547264984962439, + -0.010970754511278193, + 0.04163085169924812, + 0.02889156383458647, + 0.030891175112781943, + 0.028361738345864675, + 0.02267998270676693, + -0.025261697518796977, + -0.0006612544360902128, + 0.015497131578947396, + 0.0313857212706767, + 0.03935556884962408, + 0.020145579699248115, + 0.01561868073684209, + 0.07393228112781952, + 0.04280226511278196, + 0.015148240601503748, + -0.02417430518796993, + 0.02045143834586462, + -0.006660919548872173, + 0.012737768827067671, + 0.005639975112781977, + 0.025091721879699245, + 0.0078095799248120235, + -0.0012346056390977465, + -0.00859317037593985, + -0.006910761654135332, + 0.0007964472932330711, + -0.013898008308270668, + -0.00025283060150373826, + -0.016696168195488716, + -0.01286229004511279, + -0.012526450751879697, + -0.030305314661654148, + -0.022196533157894733, + -0.014210327067669165, + -0.022408989473684207, + -0.032924627819548864, + -0.03237249348120299, + -0.020712286992481198, + -0.029102100751879693, + -0.03426806187969925, + -0.0444582919548872, + -0.05113502075187971, + -0.02233855496240602, + -0.032802209022556386, + -0.05755775917293232, + -0.047944335338345884, + -0.049902552481203004, + -0.045151886090225545, + -0.03859559834586468, + -0.05805407509774432, + -0.04678762857142857, + -0.04049555030075189, + -0.03414902180451127, + -0.04661476240601504, + -0.059792844360902264, + -0.045702631368421086, + -0.04080758105263156, + -0.05423186360902256, + -0.061008449345864635, + -0.04793841503759399, + -0.03687203282706768 + ] + ], + "std": [ + [ + 1.0650127556320446, + 1.0066608520484202, + 0.4156979395941612, + 1.0111846623477019, + 1.0239930605317062, + 0.9684176798741715, + 0.9492043006836792, + 0.9787734675960276, + 0.988203812821042, + 0.9943574947885739, + 0.9813196660052181, + 0.9835335096862478, + 0.9989723824774754, + 1.0098341686716865, + 1.0089678435680955, + 1.006897414092789, + 1.0014680482759133, + 0.9969246326169929, + 1.003048211475138, + 0.9963037789822996, + 0.9898134995117452, + 0.9862762846232758, + 0.9696634183119972, + 0.9719462993345181, + 0.9829041377072096, + 0.9970195508702976, + 0.9730130647207035, + 0.9951471045673186, + 1.000240668580986, + 0.9831852201961157, + 0.9993734243431007, + 0.9862173484627466, + 1.0050828113211423, + 0.9769241582086713, + 0.9707777014896144, + 0.9086079382002629, + 0.9264498134320229, + 0.8898792590804552, + 0.9013370080430921, + 0.9668210661261372, + 1.0273237339044736, + 1.0647338020747121, + 1.0837400905988852, + 1.0895012361342458, + 0.9942055646868553, + 1.0030736971903318, + 1.0609720074331763, + 1.062673419595116, + 1.0433128230210706, + 1.0685942775734432, + 1.0659683471227248, + 0.9465620323080091, + 0.9666073282199529, + 0.9823564017132853, + 0.9338971590735567, + 0.9507680860369068, + 0.9776613927510699, + 1.0598523929295665, + 1.0562343768456484, + 1.0489211645884213, + 1.0066351241778364, + 0.9808309075924808, + 0.9798741552856448, + 0.9697984887288765, + 0.983702693591976, + 0.9640382228774541, + 0.9492112764984969, + 0.9447960904251254, + 0.9458208100097997, + 0.9393657515269506, + 0.9219232080989007, + 0.9287988887010107, + 0.9255985041358817, + 0.9022261222236313, + 0.919866535230441, + 0.9212084221960762, + 0.9055005820857147, + 0.9052992836968272, + 0.8965515106580905, + 0.9021371283357683, + 0.8931093485275595, + 0.8894800077414449, + 0.875828335944702, + 0.8768265814954874, + 0.8758047501041376, + 0.8679342278962235, + 0.8563653918115903, + 0.8447870748154496, + 0.8533573385243273, + 0.8580903767160212, + 0.8449284057138841, + 0.8368868316325839, + 0.8375542445936696, + 0.8372449278647315, + 0.8325101772382546, + 0.8345010300544318, + 0.835506482915972, + 0.8231852532778424, + 0.8212941968447315, + 0.8516404740029587 + ] + ] + }, + "width": 384, + "in_features": 100, + "out_features": 9, + "depth": 4, + "padding": 200, + "parameters": 524174, + "cert_evals": { + "36": 0.8585526347160339, + "72": 0.8453947305679321, + "108": 0.8125, + "255": 0.6907894611358643 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/low-res-spect/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/low-res-spect/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..62af596685ae1763f6b07303815e84631146c96b --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/low-res-spect/fold_3/result.json @@ -0,0 +1,230 @@ +{ + "best_epoch": 36, + "best_val_acc": 0.9111111111111111, + "test_acc": 0.8636363636363636, + "train_size": 133, + "val_size": 90, + "test_size": 308, + "stats": { + "mean": [ + [ + 0.10493862744360913, + 0.0936277362406016, + -0.0037778827819548765, + -0.03855023533834586, + -0.02125209138345864, + -0.04543471105263157, + -0.04156411240601502, + 0.01708999368421052, + 0.01226467932330826, + 0.008226878796992469, + -0.0025615368421052433, + -0.018209970902255675, + -0.022531850601503787, + -0.047815336466165384, + -0.04824461954887216, + -0.04206402887218042, + -0.02118501894736845, + -0.0029625436842105487, + 0.01991662105263155, + 0.02359305000000002, + 0.0402974844360902, + 0.02456900902255638, + 0.02643880670676695, + 0.01608115548872179, + 0.022838549624060137, + 0.021608356240601513, + 0.0155475280451128, + 0.0207188052631579, + 0.0194884992481203, + 0.035869669473684244, + 0.023877902255639096, + 0.02819542037593984, + 0.011200890977443602, + 0.0551807004511278, + 0.04744355939849627, + 0.06211426172932332, + 0.06588056992481206, + 0.07162352157894733, + 0.08258311954887225, + 0.064603631774436, + 0.07408918799999994, + 0.07613642842105264, + 0.06256042105263157, + 0.050916241353383455, + 0.04188059195488719, + 0.06601848721804507, + 0.08979577601503759, + 0.04491898714285714, + 0.05555289037593983, + 0.08533037067669177, + 0.1070483993233083, + 0.02408604115037597, + 0.03420398706766918, + 0.0032010017293233246, + 0.029893602556390973, + 0.09153908646616546, + 0.11421593466165411, + 0.07139292911278192, + 0.08337384052631581, + 0.06448526315789473, + 0.04947902714285716, + 0.017647485338345863, + -0.0008786248120300822, + -0.015028007622556393, + -0.005325834736842084, + -0.018705311578947382, + -0.027164074135338317, + -0.029699412736842082, + -0.03217006824060152, + -0.03655872067669175, + -0.05774721052631579, + -0.04586767902255643, + -0.04562037030075189, + -0.07277231285714282, + -0.054276041203007504, + -0.034596221676691734, + -0.054279020075187985, + -0.060108875413533845, + -0.05830179338345861, + -0.06900260458646613, + -0.06369796345864664, + -0.050903367669172896, + -0.06467745977443612, + -0.039303367142857155, + -0.05294008157894737, + -0.05645630721804513, + -0.029166729631578958, + -0.04837335909774438, + -0.057497763834586456, + -0.046163446466165416, + -0.046505692105263174, + -0.042113237368421055, + -0.047567896992481186, + -0.03315349614285714, + -0.04929982421052632, + -0.046727424661654124, + -0.04073674195488724, + -0.040684289624060156, + -0.04322478375939848, + -0.03915163230075189 + ] + ], + "std": [ + [ + 1.085273555336867, + 1.0600160276531263, + 0.5674366488770868, + 1.0538936578762175, + 1.0736216450711755, + 1.0086568899549089, + 1.0107145864607423, + 0.9639829575234186, + 0.9684391767243656, + 0.9700338935541478, + 0.9673544475161013, + 0.9769837254042069, + 0.9832042991536264, + 0.9966940528369324, + 1.0144584886010504, + 1.0253444526714819, + 1.044458899094195, + 1.0437288549864745, + 1.032355378351829, + 1.0318246656034074, + 1.0266339589652462, + 1.0146406956988476, + 1.0044468099155188, + 1.025901708674945, + 1.0091911104926408, + 1.0132829244630681, + 1.0135138926532963, + 1.0124400641048181, + 1.002468214234293, + 0.9964174189277575, + 1.0143810743935044, + 1.016224305012167, + 1.0394808957835124, + 0.9841938243486714, + 0.976043096972565, + 0.9976075386689336, + 1.0012751177529822, + 0.9622637624799687, + 1.0036628686765507, + 1.0160940224228003, + 1.0693721871548225, + 1.0925110746781017, + 1.0637453552419913, + 1.112434336735407, + 1.0720233742927996, + 1.0887433013425338, + 1.1365343727139479, + 1.1082290562555606, + 1.0534133646461585, + 1.0636388960493586, + 1.127374798190782, + 1.0194494800051157, + 1.0115614911992439, + 0.9818412722460208, + 0.9822209459756657, + 1.005189728257075, + 1.08403913325294, + 1.085459527481645, + 1.0752872906455573, + 1.0795318572671038, + 1.0523758463978325, + 1.0153359772434278, + 1.0026092291413942, + 0.9950344482682812, + 1.0022482399439303, + 0.9810221193577394, + 0.9883984901555372, + 0.9708415174186519, + 0.9316161962977328, + 0.9305979660096333, + 0.9093710872091209, + 0.8961295852270974, + 0.9009089691160881, + 0.8750080609089094, + 0.885858487783631, + 0.8776260762487318, + 0.8673876172449833, + 0.8724100819567573, + 0.8723912389263426, + 0.8799174782922783, + 0.8777004895430206, + 0.8741256633416288, + 0.8800181503826561, + 0.8711684637095992, + 0.8970805311242029, + 0.90130116126784, + 0.8913911258859273, + 0.9120317859512505, + 0.9060025721716157, + 0.898262341874369, + 0.9234492395195655, + 0.9258258169182748, + 0.9069694433482488, + 0.9289092057679259, + 0.9258785829559869, + 0.9254000265308414, + 0.931316640531728, + 0.9258381499941104, + 0.9377776810526488, + 0.9431768651197908 + ] + ] + }, + "width": 384, + "in_features": 100, + "out_features": 9, + "depth": 4, + "padding": 200, + "parameters": 524174, + "cert_evals": { + "36": 0.8376623392105103, + "72": 0.8214285969734192, + "108": 0.798701286315918, + "255": 0.6818181872367859 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/lung-cancer/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/lung-cancer/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..18d2b10c9f41ba81b7cfa259569ca61e3f256260 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/lung-cancer/fold_0/result.json @@ -0,0 +1,142 @@ +{ + "best_epoch": 1, + "best_val_acc": 1.0, + "test_acc": 0.5, + "train_size": 8, + "val_size": 4, + "test_size": 20, + "stats": { + "mean": [ + [ + -0.176777, + -1.2499999999804334e-06, + 0.2121181, + 0.22119374999999997, + -0.34205175000000004, + -0.25413399999999997, + -0.4991070000000001, + -0.20667375000000004, + 0.18207425, + 0.1674343749999999, + 0.18600550000000005, + 0.25552725, + -0.39027892500000017, + 0.254131375, + 0.20814399999999994, + -0.11680949999999997, + 4.999999999866223e-07, + 4.999999999866223e-07, + -0.556826, + 0.03246771249999994, + 1.000000000070389e-06, + -0.15760575000000004, + 1.000000000070389e-06, + -0.526415, + 0.26887700000000003, + -0.5463909500000002, + 0.3981490000000001, + -0.11073775000000001, + -0.0461445, + -0.08733862499999998, + -0.20931662499999998, + -0.20931662499999998, + -0.34491900000000003, + -0.30012262500000003, + 0.530329625, + 0.5840457499999999, + -0.2706785, + 0.334991875, + -0.19773098749999996, + 0.28412875, + -0.55909175, + -7.500000000632001e-07, + -0.176777, + -6.250000000040945e-07, + -0.2341686250000001, + 0.143568, + -0.254133, + -0.254133, + -0.347985, + 0.0, + 0.0, + 0.06977162499999998, + 0.06977162499999998, + 0.12400250000000002, + 0.15760662499999997, + 0.0684115 + ] + ], + "std": [ + [ + 1.0, + 0.8745283537861638, + 0.8040182621062347, + 0.68534473627397, + 0.7239840501975423, + 0.9583948535512387, + 0.8803408658477123, + 1.0967323649565501, + 1.2845975870016406, + 1.26287547547214, + 1.275192087344785, + 1.0828786155044974, + 0.8691968462812435, + 0.9433006737973234, + 0.9271293940653591, + 0.8092773571506556, + 0.984249913856105, + 0.984249913856105, + 1.0, + 0.963139848525996, + 0.9842499957566675, + 1.0919276973489076, + 0.9842499957566675, + 1.0, + 0.5691037527613045, + 0.8831049872737146, + 1.061731, + 0.8858950000009523, + 1.1526351972973712, + 0.9725553242070524, + 1.0348836588388737, + 1.0348836588388737, + 1.3655263400268045, + 0.9701424604483272, + 0.7071057500002983, + 0.9344725000001003, + 1.0207927843497426, + 0.9180330571660311, + 0.6975292820538815, + 0.7517340128236433, + 0.7042730759798983, + 0.6959722224846242, + 1.0, + 1.2187770455635987, + 1.497375656357527, + 1.0, + 1.0, + 1.0, + 1.6688774326399765, + 1.0, + 1.0, + 0.7383957883078252, + 0.7383957883078252, + 0.9605327902178821, + 0.8339735544200334, + 0.9479176319916991 + ] + ] + }, + "width": 256, + "in_features": 56, + "out_features": 3, + "depth": 4, + "padding": 112, + "parameters": 227080, + "cert_evals": { + "36": 0.3499999940395355, + "72": 0.25, + "108": 0.05000000074505806, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/lung-cancer/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/lung-cancer/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..6c527c676f430bf57dc5d41dccd762c5d255f30b --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/lung-cancer/fold_1/result.json @@ -0,0 +1,142 @@ +{ + "best_epoch": 1, + "best_val_acc": 0.5, + "test_acc": 0.45, + "train_size": 8, + "val_size": 4, + "test_size": 20, + "stats": { + "mean": [ + [ + -0.176777, + -1.2499999999804334e-06, + 0.3333284, + 0.22119374999999997, + -0.34205175000000004, + -0.08471187499999999, + -0.332738375, + 0.28934212499999995, + 0.18207425, + 0.1674343749999999, + 0.37201150000000005, + 0.54755725, + -0.0780548750000001, + 0.254131875, + 0.20814499999999997, + -0.584046, + 0.372012, + 0.372012, + 0.037120499999999945, + 0.03246771249999994, + 0.2841295000000001, + 0.15760662499999994, + -0.2841274999999999, + -0.14356812499999994, + 0.483978, + -0.5463909500000002, + 0.6635817500000001, + 0.33220974999999997, + 0.13842525, + 0.26201350000000007, + -0.627947875, + -0.627947875, + -0.7391125000000001, + 0.21437324999999996, + 1.2499999998971667e-07, + -0.11680875, + -0.09022612500000005, + -0.23927749999999992, + 0.06591022500000003, + 0.28412875, + 0.050826124999999986, + -7.50000000007689e-07, + 0.176776375, + 1.2499999998971667e-07, + -0.8586173750000001, + 0.143568, + -0.254133, + -0.254133, + -0.69597, + 0.0, + 0.0, + 0.06977162499999998, + -0.20931575000000002, + -0.3720145, + 0.15760662499999997, + 0.615692 + ] + ], + "std": [ + [ + 1.0, + 0.8745283537861637, + 0.6748704785505882, + 0.68534473627397, + 0.7239840501975423, + 0.8125185082212646, + 1.0389725707942121, + 0.6403537411098333, + 1.2845975870016406, + 1.26287547547214, + 1.2338234677314055, + 1.0010303391915438, + 0.7486887534635199, + 0.6561671321123982, + 0.6449175678604204, + 1.0, + 1.0, + 1.0, + 1.0287455149777083, + 0.963139848525996, + 0.7517333513858155, + 0.8339735544200334, + 1.100424948682894, + 1.0129176214682314, + 1.0, + 0.8831049872737147, + 1.0280166202880368, + 0.7672062760475096, + 0.9766487648315219, + 1.1975188335072229, + 1.080900755511744, + 1.080900755511744, + 1.5267048606832134, + 0.822478277401104, + 0.6846529246237537, + 0.9047995916201208, + 1.0047163027130392, + 0.7656924999999999, + 1.054565000000008, + 0.7517340128236433, + 1.1319596096912465, + 0.6959722224846243, + 0.9354143054375608, + 0.6723723872158637, + 1.2092403856025213, + 1.0, + 1.0, + 1.0, + 1.2054554005437115, + 1.39194, + 0.98425, + 0.7383957883078252, + 0.9667870265020562, + 0.9605327902178821, + 0.8339735544200334, + 1.0 + ] + ] + }, + "width": 256, + "in_features": 56, + "out_features": 3, + "depth": 4, + "padding": 112, + "parameters": 227080, + "cert_evals": { + "36": 0.25, + "72": 0.25, + "108": 0.15000000596046448, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/lung-cancer/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/lung-cancer/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..543b70b4d9fbe2eff71d27d77721b7290ecc6c75 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/lung-cancer/fold_2/result.json @@ -0,0 +1,142 @@ +{ + "best_epoch": 2, + "best_val_acc": 0.375, + "test_acc": 0.4375, + "train_size": 8, + "val_size": 8, + "test_size": 16, + "stats": { + "mean": [ + [ + 0.5303301249999998, + -0.22580399999999995, + -0.3939341, + -0.4866262499999999, + 0.20522875000000002, + -0.08471187499999998, + 0.166368, + -0.04133512500000004, + -0.303458, + -0.27905975000000005, + -0.186006, + -0.32853374999999996, + 0.23417107499999992, + -0.25413399999999997, + 0.04162699999999995, + -0.3504277499999999, + 0.372012, + 5.000000000143778e-07, + 0.037120499999999945, + 0.03246771249999997, + -0.2841274999999999, + 0.47281899999999993, + 0.2841295000000001, + 0.04785500000000001, + 0.2688775, + -0.23416595000000007, + 0.13271625000000004, + 0.11073562499999999, + 0.32299500000000003, + -0.08733862499999998, + -0.06977312500000003, + -0.06977312500000003, + 0.24637075000000005, + -0.12862400000000002, + -0.35355349999999997, + -0.350427, + 0.27067862499999995, + -0.62212375, + 0.593192725, + 0.28412875, + 0.6607445000000001, + -0.20091262500000007, + 0.176776375, + 0.25413225, + 0.07805589999999993, + 0.7178385, + 0.7623977500000001, + 0.7623977500000001, + 0.347985, + 0.347985, + 0.0, + -0.48840412499999997, + -0.48840412499999997, + -0.124006, + 0.15760662499999994, + -0.47886900000000004 + ] + ], + "std": [ + [ + 1.8708296030318634, + 1.1948341428692102, + 1.0773417243604047, + 0.8486461065652968, + 1.059804131102034, + 0.8125185082212646, + 0.8803404878832395, + 0.920566504074317, + 1.0, + 0.7733489942365526, + 0.7203981402946568, + 0.5655146315423125, + 0.9749224782092981, + 0.9583948535512387, + 0.8811270319533954, + 0.6180957912261151, + 1.0, + 0.984249913856105, + 1.0287455149777083, + 0.963139848525996, + 1.100424948682894, + 1.0, + 0.7517333513858155, + 1.0658003128899194, + 1.0315890948113742, + 1.0355328887342052, + 1.0280166202880368, + 1.0621504008726752, + 0.7148326632261567, + 0.9725553242070524, + 1.0809007555117442, + 1.0809007555117442, + 0.5214703075947253, + 0.9548636855920851, + 0.9842497172806299, + 0.934473, + 0.8654191884816481, + 0.6631091564872164, + 0.913279950038126, + 0.7517340128236433, + 0.8132235000004611, + 1.3773654997805538, + 0.9354143054375608, + 1.01653000000083, + 1.2488975000001081, + 0.994665683287983, + 1.7606829064560963, + 1.7606829064560963, + 0.9206817699808115, + 0.9206817699808115, + 0.98425, + 1.5538907649834526, + 1.5538907649834526, + 0.9920339999999999, + 0.8339735544200334, + 1.0945610000000001 + ] + ] + }, + "width": 256, + "in_features": 56, + "out_features": 3, + "depth": 4, + "padding": 112, + "parameters": 227080, + "cert_evals": { + "36": 0.25, + "72": 0.0625, + "108": 0.0625, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/lung-cancer/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/lung-cancer/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..11cbe7ec51426bbafe891ecb3e08b0546b1fab61 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/lung-cancer/fold_3/result.json @@ -0,0 +1,142 @@ +{ + "best_epoch": 1, + "best_val_acc": 0.42857142857142855, + "test_acc": 0.47058823529411764, + "train_size": 8, + "val_size": 7, + "test_size": 17, + "stats": { + "mean": [ + [ + 0.5303301249999998, + -1.2499999999804334e-06, + -0.39393409999999995, + -0.48662574999999997, + 0.20522875000000002, + 0.25413137500000005, + 0.166368, + 0.12400349999999996, + 0.18207425, + -0.055812250000000035, + 0.18600550000000005, + -0.03650375000000001, + 0.23417107499999992, + -0.08471287499999999, + -0.12489200000000006, + 0.11680875, + 4.999999999866223e-07, + 5.000000000143778e-07, + -0.556826, + 0.03246771249999994, + -0.28412749999999987, + -0.47281812500000003, + 0.2841295000000001, + -0.334991875, + -0.16132500000000002, + -0.23416690000000004, + -0.13271649999999996, + -0.11073775000000001, + -0.41528250000000005, + -0.08733862499999998, + 0.06977074999999999, + 0.06977074999999999, + 0.049274500000000054, + -0.814618375, + 0.53032925, + 0.35042749999999995, + -0.45113087499999993, + 0.526415, + 0.06591029999999999, + 0.28412875, + -0.7623978749999999, + 0.200909125, + -0.176777, + -0.508266375, + 0.07805589999999987, + 0.143568, + -0.254133, + -0.254133, + 0.0, + 0.0, + -0.2460625, + 0.348859, + 0.348859, + 0.12400250000000004, + 0.15760662499999994, + 0.06841149999999997 + ] + ], + "std": [ + [ + 1.8708296030318634, + 0.8745283537861637, + 1.0773417243604047, + 1.1050835007108908, + 1.059804131102034, + 0.9433006737973234, + 0.8803404878832395, + 0.9352965034364771, + 1.2845975870016406, + 1.2429866458078653, + 1.275192087344785, + 0.7002636005201451, + 0.9749224782092981, + 1.2564662193460912, + 1.2349267641556725, + 0.9047995916201208, + 0.984249913856105, + 0.984249913856105, + 1.0, + 0.963139848525996, + 1.100424948682894, + 1.2208122788934872, + 0.7517333513858155, + 0.5064579839368311, + 0.8330825907525617, + 0.826068984966516, + 0.9194860179854557, + 0.8858950000009523, + 0.8851640178287581, + 0.9725553242070524, + 0.956663241117368, + 0.956663241117368, + 1.0429379694381398, + 0.45374271193952453, + 0.9999985416822804, + 1.120393298613817, + 1.0047163027130392, + 0.7656924999999999, + 1.0, + 0.7517340128236433, + 0.5378974467662115, + 0.531557565187073, + 1.0, + 1.4149504831054103, + 1.2488975000001081, + 1.0, + 1.0, + 1.0, + 1.39194, + 1.0, + 0.6510201819788307, + 1.0, + 1.0, + 0.9605327902178821, + 0.8339735544200334, + 0.9479176319916991 + ] + ] + }, + "width": 256, + "in_features": 56, + "out_features": 3, + "depth": 4, + "padding": 112, + "parameters": 227080, + "cert_evals": { + "36": 0.3529411852359772, + "72": 0.1764705926179886, + "108": 0.05882352963089943, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/lymphography/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/lymphography/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..33bb1da4d7faf2950bcf3b046dbbe5f274c3abe5 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/lymphography/fold_0/result.json @@ -0,0 +1,66 @@ +{ + "best_epoch": 21, + "best_val_acc": 0.8, + "test_acc": 0.7252747252747253, + "train_size": 37, + "val_size": 20, + "test_size": 91, + "stats": { + "mean": [ + [ + 0.11571070270270278, + 0.027093891891891864, + -0.1061727567567567, + -0.22205799999999987, + 0.12556329729729743, + 0.06734324324324321, + 0.05365567567567566, + 0.1178617837837836, + -0.021548756756756857, + 0.3392003783783783, + 0.10699794594594601, + 0.16341409189189185, + 0.04434448648648651, + -0.18670452972972956, + 0.26953127027027013, + 0.028475135135135103, + 0.04964567567567568, + 0.039015189189189156 + ] + ], + "std": [ + [ + 0.9649959417614393, + 0.9932963186135503, + 0.8953249050860361, + 1.0, + 1.0617235061005919, + 0.9934273444847499, + 1.0837969821071396, + 0.93550276827785, + 1.0343414594594595, + 0.9787865374391254, + 0.967613635624315, + 0.9191462546392654, + 0.8904463864306404, + 0.9446597120353613, + 0.8244693349942901, + 0.9863926362299982, + 0.9592304425723344, + 1.0431241983062185 + ] + ] + }, + "width": 64, + "in_features": 18, + "out_features": 4, + "depth": 4, + "padding": 36, + "parameters": 15113, + "cert_evals": { + "36": 0.6373626589775085, + "72": 0.5054945349693298, + "108": 0.4175824224948883, + "255": 0.05494505539536476 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/lymphography/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/lymphography/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..47d1445f313a6bfffb9c135879b6b030acd0371e --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/lymphography/fold_1/result.json @@ -0,0 +1,66 @@ +{ + "best_epoch": 26, + "best_val_acc": 0.8571428571428571, + "test_acc": 0.7349397590361446, + "train_size": 37, + "val_size": 28, + "test_size": 83, + "stats": { + "mean": [ + [ + 0.04959027027027034, + 0.08128264864864862, + -0.035391108108108124, + -0.22205799999999987, + 0.18834432432432444, + 0.12121940540540535, + 0.053655675675675654, + 0.1178617837837837, + 0.06464635135135137, + -0.08076164864864863, + 0.05944235135135144, + 0.00778283243243246, + 0.15077297297297293, + -0.11202250000000004, + 0.16519686486486485, + 0.028475135135135117, + -0.08274070270270273, + 0.08157664864864865 + ] + ], + "std": [ + [ + 0.9907038663718554, + 0.9843876514961846, + 0.9653329850824838, + 1.0, + 1.0873992856216566, + 0.9875663650472953, + 1.0837969821071396, + 0.93550276827785, + 1.1435074740788183, + 0.8987462927541991, + 0.9629278239378523, + 0.8670760159672493, + 1.0294219151090758, + 0.8796063323575559, + 0.8770711701884819, + 0.9863926362299982, + 1.050784302485063, + 1.0667820327309758 + ] + ] + }, + "width": 64, + "in_features": 18, + "out_features": 4, + "depth": 4, + "padding": 36, + "parameters": 15113, + "cert_evals": { + "36": 0.7108433246612549, + "72": 0.626505970954895, + "108": 0.5421686768531799, + "255": 0.12048192322254181 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/lymphography/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/lymphography/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..016b73bdcd7b3989a2f89ebcb3263fd7b053c0d4 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/lymphography/fold_2/result.json @@ -0,0 +1,66 @@ +{ + "best_epoch": 21, + "best_val_acc": 0.84, + "test_acc": 0.5930232558139535, + "train_size": 37, + "val_size": 25, + "test_size": 86, + "stats": { + "mean": [ + [ + -0.08265059459459453, + 0.0812826486486486, + -0.03539110810810814, + 0.031722972972972906, + 1.2432432433330043e-06, + -0.09428524324324326, + -0.05365621621621621, + -4.864864865424842e-07, + -0.02154875675675677, + -0.016152108108108066, + -0.03566883783783778, + -0.02334296756756763, + -0.06208424324324333, + 0.08712936486486486, + -0.043471945945945945, + 0.08542454054054054, + 0.248225243243243, + 0.09576443243243248 + ] + ], + "std": [ + [ + 0.9873886182585688, + 0.9843876514961846, + 0.9653329850824838, + 1.0616419779070554, + 0.9966179074004299, + 0.9934273444847498, + 0.8978357031769213, + 0.9966159264522366, + 1.0343414594594607, + 0.8607871843035175, + 0.946344799312269, + 0.9999220929965701, + 0.8847748864465823, + 0.9544491031115466, + 0.9396531993920559, + 0.9631018357081231, + 0.7605018441428824, + 0.9305366467747157 + ] + ] + }, + "width": 64, + "in_features": 18, + "out_features": 4, + "depth": 4, + "padding": 36, + "parameters": 15113, + "cert_evals": { + "36": 0.5232558250427246, + "72": 0.3604651093482971, + "108": 0.25581395626068115, + "255": 0.023255813866853714 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/lymphography/fold_3/result.json b/UCI_N4/ldlt-resnet/runs/lymphography/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..469c4eacc8f5bb2cfe357bf3fe14566380fb87ee --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/lymphography/fold_3/result.json @@ -0,0 +1,66 @@ +{ + "best_epoch": 30, + "best_val_acc": 0.6666666666666666, + "test_acc": 0.7741935483870968, + "train_size": 37, + "val_size": 18, + "test_size": 93, + "stats": { + "mean": [ + [ + 0.04959027027027031, + -0.1896611351351352, + -0.035391108108108124, + -0.22205799999999987, + 0.1255632972972974, + -0.20203756756756758, + -0.0536562162162162, + 0.1767929189189188, + -0.021548756756756837, + -0.04845689189189187, + 0.011886594594594657, + -0.14784801081081084, + -0.133037, + -0.03734048648648648, + 0.06086245945945948, + 0.14237394594594593, + -0.0827407027027028, + -0.017734054054054066 + ] + ], + "std": [ + [ + 0.949006736815226, + 0.9991913040086986, + 0.9653329850824838, + 1.0, + 1.061723506100592, + 0.9787090886861045, + 0.8978357031769213, + 0.8976123081203877, + 1.0343414594594595, + 0.9022230780655615, + 1.039718775420792, + 0.9842972464819717, + 1.0946013067767175, + 0.8968738654850321, + 0.9148697472881367, + 0.9357742193114152, + 1.050784302485063, + 0.9574019230274994 + ] + ] + }, + "width": 64, + "in_features": 18, + "out_features": 4, + "depth": 4, + "padding": 36, + "parameters": 15113, + "cert_evals": { + "36": 0.698924720287323, + "72": 0.5806451439857483, + "108": 0.44086021184921265, + "255": 0.11827956885099411 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/magic/fold_0/result.json b/UCI_N4/ldlt-resnet/runs/magic/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..79f131530a0f9a98b7724ef089fe1e3848ad328c --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/magic/fold_0/result.json @@ -0,0 +1,50 @@ +{ + "best_epoch": 34, + "best_val_acc": 0.8349106203995794, + "test_acc": 0.8315807921486155, + "train_size": 4755, + "val_size": 2853, + "test_size": 11412, + "stats": { + "mean": [ + [ + -0.006388502646498379, + 0.006146446558885208, + -0.004209508307465906, + -0.004618793225236638, + -0.005315102475499497, + 0.006428044290851726, + -0.009059829779516417, + -0.008184151766561471, + 0.0033090761545739233, + -0.037376705087697235 + ] + ], + "std": [ + [ + 1.0023231607535665, + 1.0146947634200698, + 0.9896786368249049, + 1.001451036065264, + 1.0040066512880044, + 0.9905161210566023, + 0.9988965907369368, + 1.0089426097443763, + 0.998566492615012, + 0.9927003057378353 + ] + ] + }, + "width": 32, + "in_features": 10, + "out_features": 2, + "depth": 4, + "padding": 20, + "parameters": 3911, + "cert_evals": { + "36": 0.7607781291007996, + "72": 0.6776200532913208, + "108": 0.574658215045929, + "255": 0.12153872847557068 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/magic/fold_1/result.json b/UCI_N4/ldlt-resnet/runs/magic/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..629be6aabe5c0af04115503dd35e5a0741cbd154 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/magic/fold_1/result.json @@ -0,0 +1,50 @@ +{ + "best_epoch": 34, + "best_val_acc": 0.836013986013986, + "test_acc": 0.837965804471723, + "train_size": 4755, + "val_size": 2860, + "test_size": 11405, + "stats": { + "mean": [ + [ + -0.02436633946876997, + -0.022955164259726813, + -0.01993822200946376, + 0.03387639055541514, + 0.03436448497875925, + 0.0038116422946371125, + 0.007543406119453581, + 0.009698795669190335, + 0.0014860032576237098, + 0.00582992035215565 + ] + ], + "std": [ + [ + 0.9720381092498293, + 0.977333352882092, + 1.005139358382248, + 1.0164880549439819, + 1.0140583933617473, + 0.9837401295374851, + 0.9888378476099222, + 0.9663806918109694, + 1.005931831682823, + 1.000297701528725 + ] + ] + }, + "width": 32, + "in_features": 10, + "out_features": 2, + "depth": 4, + "padding": 20, + "parameters": 3911, + "cert_evals": { + "36": 0.771503746509552, + "72": 0.6929416656494141, + "108": 0.5934239029884338, + "255": 0.13748355209827423 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt-resnet/runs/magic/fold_2/result.json b/UCI_N4/ldlt-resnet/runs/magic/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..c314c850d002c3dd1b5d999d8ea8b4f2fa2d67c6 --- /dev/null +++ b/UCI_N4/ldlt-resnet/runs/magic/fold_2/result.json @@ -0,0 +1,50 @@ +{ + "best_epoch": 48, + "best_val_acc": 0.8383944153577662, + "test_acc": 0.8347368421052631, + "train_size": 4755, + "val_size": 2865, + "test_size": 11400, + "stats": { + "mean": [ + [ + -0.012130254007592012, + -0.00826500078065223, + -0.010807356011566996, + 0.006499159247108326, + 0.006873201220609896, + 0.02000870184077821, + 0.001820881288265063, + -0.006523736593059914, + 0.0003778347011781665, + -0.018002280250893746 + ] + ], + "std": [ + [ + 0.9818839030528209, + 1.009368494398234, + 0.999432313276235, + 1.001141721390468, + 1.0040075321280533, + 0.9881194208362026, + 0.9709869282224545, + 1.0026493070298281, + 0.9996452002230842, + 0.9913588270685182 + ] + ] + }, + "width": 32, + "in_features": 10, + "out_features": 2, + "depth": 4, + "padding": 20, + "parameters": 3911, + "cert_evals": { + "36": 0.7646491527557373, + "72": 0.6825438737869263, + "108": 0.5791228413581848, + "255": 0.15061403810977936 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/abalone/fold_3/result.json b/UCI_N4/ldlt/runs/abalone/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..6c5850659f12d15f1b6998351d1176bda592905a --- /dev/null +++ b/UCI_N4/ldlt/runs/abalone/fold_3/result.json @@ -0,0 +1,46 @@ +{ + "best_epoch": 50, + "best_val_acc": 0.6655683690280065, + "test_acc": 0.6409342834520981, + "train_size": 1044, + "val_size": 607, + "test_size": 2526, + "stats": { + "mean": [ + [ + -0.039933615229885006, + 0.033357397988505864, + 0.02810616465517236, + 0.015225409386973148, + 0.03982630053544057, + 0.03327093634674338, + 0.031858401652298855, + 0.04330609419540234 + ] + ], + "std": [ + [ + 1.000898664612302, + 1.0028361176421674, + 1.0029617333979737, + 0.9244955132147792, + 1.020547570022181, + 1.016662196023235, + 1.0053994226175234, + 1.025123395710352 + ] + ] + }, + "width": 32, + "in_features": 8, + "out_features": 3, + "depth": 4, + "padding": 16, + "parameters": 3559, + "cert_evals": { + "36": 0.5114805698394775, + "72": 0.39904987812042236, + "108": 0.31828978657722473, + "255": 0.17656373977661133 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/acute-inflammation/fold_3/result.json b/UCI_N4/ldlt/runs/acute-inflammation/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..6b26368798a379f395d3d4f4b4ba92888677ca68 --- /dev/null +++ b/UCI_N4/ldlt/runs/acute-inflammation/fold_3/result.json @@ -0,0 +1,42 @@ +{ + "best_epoch": 4, + "best_val_acc": 0.9523809523809523, + "test_acc": 0.8985507246376812, + "train_size": 30, + "val_size": 21, + "test_size": 69, + "stats": { + "mean": [ + [ + 0.061842666666666594, + -0.01938619999999999, + -0.03366716666666666, + -0.14083160000000008, + -0.049799466666666695, + -0.3029836666666666 + ] + ], + "std": [ + [ + 0.9526045937382531, + 0.9838646893399317, + 1.000934886435079, + 1.0348917799997448, + 0.9937462864656396, + 0.8932355996217098 + ] + ] + }, + "width": 32, + "in_features": 6, + "out_features": 2, + "depth": 4, + "padding": 12, + "parameters": 3462, + "cert_evals": { + "36": 0.07246376574039459, + "72": 0.0, + "108": 0.0, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/adult/fold_1/result.json b/UCI_N4/ldlt/runs/adult/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..c7e38295b27ad29f03d839e6affb9512f52745b9 --- /dev/null +++ b/UCI_N4/ldlt/runs/adult/fold_1/result.json @@ -0,0 +1,58 @@ +{ + "best_epoch": 5, + "best_val_acc": 0.8114303178484108, + "test_acc": 0.8111234961755776, + "train_size": 16281, + "val_size": 6544, + "test_size": 26017, + "stats": { + "mean": [ + [ + 5.755174894932247e-09, + -1.5212824565593372e-07, + 1.9344708602300844e-08, + -5.868804126934776e-07, + 4.3847429484189405e-07, + -1.2794054493469234e-07, + -3.0931760979923667e-08, + 1.2424912468644162e-06, + 2.0428720567267194e-07, + -1.2898470607021481e-06, + 5.428255022845695e-07, + 2.9734045846837646e-07, + 9.031386283659057e-08, + 2.0421350090431894e-07 + ] + ], + "std": [ + [ + 0.999969279768083, + 0.9999691631254963, + 0.9999692601356567, + 0.9999684455490998, + 0.9999701766278255, + 0.9999695789931851, + 0.9999697101647755, + 0.9999695985584383, + 0.9999687129297181, + 0.999967689659048, + 0.9999708394490064, + 0.9999690163307019, + 0.9999694763882633, + 0.9999692067843523 + ] + ] + }, + "width": 64, + "in_features": 14, + "out_features": 2, + "depth": 4, + "padding": 28, + "parameters": 13574, + "cert_evals": { + "36": 0.7505861520767212, + "72": 0.6876657605171204, + "108": 0.6266287565231323, + "255": 0.3669908046722412 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/annealing/fold_0/result.json b/UCI_N4/ldlt/runs/annealing/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..d1b09b5ddd7ab3c550657d723603a0cf20b71b47 --- /dev/null +++ b/UCI_N4/ldlt/runs/annealing/fold_0/result.json @@ -0,0 +1,92 @@ +{ + "best_epoch": 17, + "best_val_acc": 0.8571428571428571, + "test_acc": 0.792063492063492, + "train_size": 100, + "val_size": 168, + "test_size": 630, + "stats": { + "mean": [ + [ + 0.07222222999999978, + -0.345, + 4.33, + 12.0, + 0.14, + -0.17333315999999985, + -0.07800000000000064, + 29.2, + 0.09999999999999996, + -0.010000000000000224, + 0.3, + -0.010000000000000111, + -4.132729999999996e-16, + -0.11000000000000007, + -0.11999999999999993, + -0.12999999999999998, + -0.13, + -0.029999999999999773, + -1.847940000000002e-16, + -0.05999999999999975, + -1.626729999999999e-16, + -0.03999999999999998, + -0.010000000000000222, + -0.06000000000000002, + 0.1, + 1.3318299999999998, + 771.9469999999998, + 1183.75, + 0.009999999999999986, + -0.9466666699999999, + -1.5582099999999978e-17 + ] + ], + "std": [ + [ + 0.27504207913753365, + 0.41800119617053744, + 14.650634798533474, + 25.758493744782516, + 0.34698703145794935, + 0.2133331200000003, + 0.2543933961407015, + 110.08796482813175, + 0.29999999999999993, + 0.09949874371066192, + 0.47958315233127174, + 0.06557438524301994, + 1.0, + 0.31288975694324034, + 0.32496153618543855, + 0.3363034344160047, + 0.3363034344160045, + 0.17058722109231966, + 1.0, + 0.23748684174075815, + 1.0, + 0.19595917942265428, + 0.09949874371066192, + 0.2374868417407582, + 0.9949874371066199, + 0.9335979547428329, + 410.1759096911958, + 1742.0412703205398, + 0.09949874371066196, + 0.2436755226844934, + 1.0 + ] + ] + }, + "width": 128, + "in_features": 31, + "out_features": 5, + "depth": 4, + "padding": 62, + "parameters": 54281, + "cert_evals": { + "36": 0.7349206209182739, + "72": 0.6666666865348816, + "108": 0.620634913444519, + "255": 0.47777777910232544 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/annealing/fold_1/result.json b/UCI_N4/ldlt/runs/annealing/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..c4422d1ce46161ae1fce9bd96faa09b8cc48feb2 --- /dev/null +++ b/UCI_N4/ldlt/runs/annealing/fold_1/result.json @@ -0,0 +1,92 @@ +{ + "best_epoch": 34, + "best_val_acc": 0.8260869565217391, + "test_acc": 0.7864992150706437, + "train_size": 100, + "val_size": 161, + "test_size": 637, + "stats": { + "mean": [ + [ + 0.07222222999999978, + -0.345, + 4.33, + 12.0, + 0.14, + -0.17333315999999985, + -0.07800000000000064, + 29.2, + 0.09999999999999996, + -0.010000000000000224, + 0.3, + -0.010000000000000111, + -4.132729999999996e-16, + -0.11000000000000007, + -0.11999999999999993, + -0.12999999999999998, + -0.13, + -0.029999999999999773, + -1.847940000000002e-16, + -0.05999999999999975, + -1.626729999999999e-16, + -0.03999999999999998, + -0.010000000000000222, + -0.06000000000000002, + 0.1, + 1.3318299999999998, + 771.9469999999998, + 1183.75, + 0.009999999999999986, + -0.9466666699999999, + -1.5582099999999978e-17 + ] + ], + "std": [ + [ + 0.27504207913753365, + 0.41800119617053744, + 14.650634798533474, + 25.758493744782516, + 0.34698703145794935, + 0.2133331200000003, + 0.2543933961407015, + 110.08796482813175, + 0.29999999999999993, + 0.09949874371066192, + 0.47958315233127174, + 0.06557438524301994, + 1.0, + 0.31288975694324034, + 0.32496153618543855, + 0.3363034344160047, + 0.3363034344160045, + 0.17058722109231966, + 1.0, + 0.23748684174075815, + 1.0, + 0.19595917942265428, + 0.09949874371066192, + 0.2374868417407582, + 0.9949874371066199, + 0.9335979547428329, + 410.1759096911958, + 1742.0412703205398, + 0.09949874371066196, + 0.2436755226844934, + 1.0 + ] + ] + }, + "width": 128, + "in_features": 31, + "out_features": 5, + "depth": 4, + "padding": 62, + "parameters": 54281, + "cert_evals": { + "36": 0.7378336191177368, + "72": 0.6781789660453796, + "108": 0.6342229247093201, + "255": 0.511773943901062 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/annealing/fold_2/result.json b/UCI_N4/ldlt/runs/annealing/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..3429909d9b932ef1ec70badc916ddfc9d2b7bd32 --- /dev/null +++ b/UCI_N4/ldlt/runs/annealing/fold_2/result.json @@ -0,0 +1,92 @@ +{ + "best_epoch": 30, + "best_val_acc": 0.7894736842105263, + "test_acc": 0.8006379585326954, + "train_size": 100, + "val_size": 171, + "test_size": 627, + "stats": { + "mean": [ + [ + 0.07222222999999978, + -0.345, + 4.33, + 12.0, + 0.14, + -0.17333315999999985, + -0.07800000000000064, + 29.2, + 0.09999999999999996, + -0.010000000000000224, + 0.3, + -0.010000000000000111, + -4.132729999999996e-16, + -0.11000000000000007, + -0.11999999999999993, + -0.12999999999999998, + -0.13, + -0.029999999999999773, + -1.847940000000002e-16, + -0.05999999999999975, + -1.626729999999999e-16, + -0.03999999999999998, + -0.010000000000000222, + -0.06000000000000002, + 0.1, + 1.3318299999999998, + 771.9469999999998, + 1183.75, + 0.009999999999999986, + -0.9466666699999999, + -1.5582099999999978e-17 + ] + ], + "std": [ + [ + 0.27504207913753365, + 0.41800119617053744, + 14.650634798533474, + 25.758493744782516, + 0.34698703145794935, + 0.2133331200000003, + 0.2543933961407015, + 110.08796482813175, + 0.29999999999999993, + 0.09949874371066192, + 0.47958315233127174, + 0.06557438524301994, + 1.0, + 0.31288975694324034, + 0.32496153618543855, + 0.3363034344160047, + 0.3363034344160045, + 0.17058722109231966, + 1.0, + 0.23748684174075815, + 1.0, + 0.19595917942265428, + 0.09949874371066192, + 0.2374868417407582, + 0.9949874371066199, + 0.9335979547428329, + 410.1759096911958, + 1742.0412703205398, + 0.09949874371066196, + 0.2436755226844934, + 1.0 + ] + ] + }, + "width": 128, + "in_features": 31, + "out_features": 5, + "depth": 4, + "padding": 62, + "parameters": 54281, + "cert_evals": { + "36": 0.759170651435852, + "72": 0.7272726893424988, + "108": 0.6905900835990906, + "255": 0.5821371674537659 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/arrhythmia/fold_2/result.json b/UCI_N4/ldlt/runs/arrhythmia/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..a20b423d0f155b106abf199023dd30ca2899c45c --- /dev/null +++ b/UCI_N4/ldlt/runs/arrhythmia/fold_2/result.json @@ -0,0 +1,554 @@ +{ + "best_epoch": 25, + "best_val_acc": 0.6615384615384615, + "test_acc": 0.6240875912408759, + "train_size": 113, + "val_size": 65, + "test_size": 274, + "stats": { + "mean": [ + [ + 0.003089986725663709, + -0.004440814159291977, + 0.06255539469026555, + 0.0030673203539822954, + 0.001728016814159293, + 0.11026861433628313, + 0.017892446017699123, + -0.06960080176991157, + 0.039233834283185866, + 0.15144875398230093, + 0.006497817787610628, + -0.01399969203539821, + 0.12535314601769912, + 0.032636741592920446, + -0.04566848761061949, + -0.12298024778761062, + -0.000969959292035392, + 0.11890371504424775, + -0.09021629999999985, + -0.11451322123893802, + -0.04703600000000003, + 0.06338747787610569, + -0.1056450000000003, + -0.06659289999999989, + 0.0665928778761063, + -0.09438650000000005, + -0.04968765486725668, + 0.10877121769911505, + -0.018068128318584065, + -0.08296883185840709, + -0.05587280000000011, + -0.06895776106194693, + -2.920353983278935e-07, + -0.013222389380530894, + -0.04703600000000003, + 0.06659287787610632, + -0.06659289999999989, + -0.1252820000000002, + 0.010099320973451271, + 0.07353538053097344, + -0.007326469911504469, + -0.07684545132743385, + -0.0339906548672566, + 0.05784047787610613, + 0.14110856637168143, + 3.805309734868323e-07, + -0.04703600000000003, + -0.06704164601769919, + -0.02112876106194691, + -0.06659289999999989, + 0.15620863893805323, + -0.03053643008849556, + -0.18165605309734498, + -0.11233752212389378, + -0.04703600000000003, + -0.016779973451327427, + -0.021128761061946985, + -0.06659289999999989, + 0.0665928778761063, + -0.06659289999999989, + -0.06659289999999989, + -0.09438650000000005, + -0.00463133628318579, + -0.07507774690265485, + -0.0007694676106195044, + -0.08089127433628311, + -0.10792991415929203, + -2.9203539847723323e-07, + -0.04703600000000003, + -0.04703600000000003, + 0.027216715044247893, + -0.04703600000000003, + -0.02592799999999999, + 0.08057962389380531, + 0.024038425752212503, + -0.16465999999999992, + -0.07926050000000014, + -0.09237758407079648, + -0.06659289999999989, + -0.043025663716814114, + 0.14110856637168245, + 0.1411085663716826, + -0.04703600000000003, + -0.023750336283185847, + 0.03126479168141594, + 0.008899934513274312, + -0.02743449557522126, + 0.06331698053097352, + 0.05539779646017699, + 0.027216715044247736, + 0.017897150442477798, + 1.0619469029187476e-07, + 1.061946903233147e-07, + -0.02112876106194691, + -0.1502479999999999, + -0.016447008849557545, + -0.0054378495575221125, + 0.07474130442477876, + -0.07807693805309734, + -0.07854839999999999, + -0.008790955752212368, + 1.0619469031152472e-07, + 1.0619469029973474e-07, + 0.038619840707964564, + 1.061946903233147e-07, + 1.0619469035868464e-07, + -2.920353983829134e-07, + -0.06884565486725683, + -0.043006230088495565, + 0.13900964601769922, + -0.06902842477876096, + -0.06529410000000001, + -0.07149334513274326, + -0.043025663716814044, + -0.06659289999999989, + 0.02721671504424799, + 1.0619469029187476e-07, + -0.08165009999999992, + -0.1056450000000003, + -0.0844234336283186, + 0.045172380530973465, + 0.08091592477876108, + -0.08034439823008824, + -0.06118739999999991, + 0.009105318584070807, + 0.0665928778761063, + 0.03861984070796471, + -0.06659289999999989, + -2.920353983475435e-07, + -0.01561157522123892, + 0.034667146902654884, + 0.04805644646017698, + 0.07649909380531038, + 0.0778107902654868, + -0.08165009999999992, + -0.04703600000000003, + 0.027216715044247736, + 0.003988389380530976, + 0.07484829203539822, + 0.06071553097345137, + 0.014212502654867237, + 0.06978295752212389, + -0.04703600000000003, + -0.04703600000000003, + -0.06659289999999989, + -0.1056450000000003, + -0.05670110707964598, + 0.09375696460176995, + -0.16628776973451334, + -0.004178826548672555, + -0.07220739999999994, + -0.06694404424778763, + -0.06819787345132745, + -0.049705195575221274, + -0.11667001238938055, + -0.12676487345132748, + 0.06602797345132745, + 0.0027255099115044237, + 0.08367987168141594, + -0.07531826548672561, + 0.06618380000000008, + -0.05077870088495575, + -0.03939802035398229, + 0.0725209725663717, + 0.018818907079646008, + -0.0012129309734513318, + 0.08232463584070795, + 0.06279675221238941, + 0.05451436991150446, + -0.09364632743362859, + -0.013597840707964663, + -0.02791582300884959, + 0.02277181946902653, + 0.09624579256637165, + 0.10685669557522126, + 0.05720445840707966, + -0.11690305221238939, + -0.07600262831858408, + 0.20486032743362856, + -0.11598514159292016, + 0.04703600000000003, + 0.12372530088495573, + 0.07733639557522128, + 0.009731815840707961, + 0.06515634630088495, + -0.004099914159292028, + -0.062444362831858426, + -0.14432490088495575, + 0.010303688495575204, + -0.03996258407079658, + -0.01723771946902648, + -0.03748595911504427, + -0.09338390796460176, + -0.12455748761061945, + -0.07069998663716814, + 0.09306433097345132, + 0.05574491150442479, + 0.05271592371681417, + -0.10488400000000016, + 0.0725061, + -0.06092212743362833, + -0.021001579646017662, + 0.08582514876106195, + 0.05783091212389381, + 0.07796875840707959, + -0.0484065486725664, + -0.06359218141592915, + 0.12465353274336273, + -0.03740971681415926, + -0.006256027433628239, + 0.02847770973451326, + 0.03523589380530972, + -0.007258076106194675, + 0.029468245840707955, + 0.07720809823008848, + -0.029801646017699017, + -0.07590199938053097, + -0.0023667877876106243, + -0.06193052212389384, + 0.0729473, + -0.08944441592920359, + -0.008905622654867247, + -0.09599750318584069, + -0.11731536725663715, + 0.03799221946902657, + 0.04264000707964609, + -0.05476776486725663, + -0.08099349336283189, + -0.06403644955752204, + 0.0510427, + -0.1728837920353984, + 0.04379192212389381, + -0.08503633221238939, + -0.04843164778761059, + -0.013288855929203541, + 0.05900416725663712, + 0.01502987168141596, + -0.028499033982300897, + -0.06898648672566376, + 0.06213639999999999, + -0.020727761061946872, + 0.056635334513274314, + -0.009026141592920364, + 0.03156841769911506, + -0.12126076106194686, + 0.06353122123893817, + 0.031937667522123854, + 0.029336698938053133, + 0.12508993982300817, + -0.07582650442477877, + 0.006734969026548675, + 0.06509837044247789, + 0.03657155663716816, + -0.13086254787610632, + -0.01249529203539823, + 0.041217141592920364, + 0.050712616814159305, + 0.008828665486725618, + -0.04774530973451326, + -0.06531424955752214, + 0.08627439557522125, + 0.019008834867256633 + ] + ], + "std": [ + [ + 0.9244692810470073, + 0.9993356910018533, + 1.1547522998507793, + 0.9432810092169331, + 1.03584004279498, + 0.8753158130277445, + 1.0465755215467378, + 0.9102607240673849, + 1.023778543447583, + 0.9297280045159075, + 1.0069835198754635, + 0.9525566546794436, + 0.9399759480360307, + 0.9978150756585966, + 0.9862811329995884, + 0.9613244275752023, + 1.111865207612389, + 0.9715796850385696, + 1.0, + 1.0813226579822182, + 1.0, + 1.2592635987036094, + 1.0, + 1.0, + 1.4095057857234625, + 1.0, + 1.010538238524329, + 1.0722512669094082, + 1.0593646908068974, + 0.605561339519823, + 1.0, + 0.9556792785074675, + 0.9988936769842924, + 0.9607982608538026, + 1.0, + 1.4095057857234632, + 1.0, + 1.0, + 0.972373648410722, + 1.0584533172538098, + 1.0284056325027326, + 0.8751294762374062, + 0.7194469320515607, + 0.9753483226530357, + 1.9911349325902201, + 0.99889397212978, + 1.0, + 0.7094990007768706, + 0.8944357999064104, + 1.0, + 0.9004941973725803, + 1.0121581074927941, + 0.761525664661198, + 0.6638398438080123, + 1.0, + 1.0084273596642825, + 0.8944357999064123, + 1.0, + 1.4095057857234632, + 1.0, + 1.0, + 1.0, + 1.0674172345021198, + 1.0415595393603108, + 0.9952640371583976, + 0.7847375185646767, + 1.0253922671299165, + 0.9988936769842935, + 1.0, + 1.0, + 1.1521380745389769, + 1.0, + 0.9380600926852771, + 0.9688329579782285, + 1.0699750013871834, + 1.0, + 1.0, + 0.9022130416875166, + 1.0, + 0.8547515543653855, + 1.9911349325902201, + 1.9911349325902201, + 1.0, + 0.9833161542151768, + 0.9113836368578456, + 1.0154070458101938, + 0.8175726795277899, + 1.0291658658053822, + 1.0023879541161114, + 1.1521380745389784, + 1.0666606471785436, + 0.9988939483461562, + 0.9988939483461564, + 0.8944357999064111, + 1.0, + 1.0194849042181624, + 0.9377289254070391, + 0.9868393622488469, + 0.7115324821514019, + 1.0, + 0.9291878599599749, + 0.9988939483461571, + 0.9988939483461564, + 1.150833993881672, + 0.9988939483461564, + 0.9988939483461563, + 0.9988936769842928, + 0.8446756150368765, + 0.8840822390425243, + 0.879273891482901, + 0.356357040154056, + 1.0, + 0.8575361470050674, + 0.8547515543653872, + 1.0, + 1.1521380745389762, + 0.9988939483461562, + 1.0, + 1.0, + 0.7707096318942795, + 0.9479029615796615, + 0.8861435214681488, + 0.709392406059319, + 1.0, + 0.9648083778490988, + 1.4095057857234619, + 1.1508339938816696, + 1.0, + 0.9988936769842918, + 0.8265732991714976, + 1.0190844405952648, + 0.9459831021380053, + 1.7348381185160544, + 1.1517740759366022, + 1.0, + 1.0, + 1.152138074538978, + 0.912843060712004, + 1.1388119070973806, + 0.9915799039109703, + 1.002719667279991, + 1.085125621845705, + 1.0, + 1.0, + 1.0, + 1.0, + 1.5001714286910226, + 0.9966194693620798, + 0.9443805992812078, + 0.8655175815339226, + 1.0, + 0.7897012658620092, + 1.1164175335449071, + 1.264530190302258, + 0.8921583865445091, + 1.0648052330194941, + 0.8695758038727032, + 0.8660581580725691, + 0.8367831000825393, + 0.37197924168302665, + 1.0, + 0.9262178979224102, + 0.9242646117464632, + 0.973591105652927, + 0.9951600891998066, + 1.1111862475284577, + 0.6670563380647561, + 0.9442962334551489, + 0.990332316811185, + 0.480719441273429, + 1.223234975369157, + 0.940394811395897, + 0.9089632031900003, + 1.0458338698053655, + 0.9721165818563446, + 1.374767108546496, + 0.8594004341053223, + 0.7653673558229712, + 0.6670525311692612, + 0.645642563256581, + 1.0, + 0.891254315503885, + 1.0775980834755503, + 1.007431548670928, + 0.9530753484316439, + 1.4811962251096449, + 1.2176806384389702, + 0.9602107117788192, + 0.8795846242039457, + 1.1116750216535782, + 0.9501349187678776, + 1.0821885258200035, + 1.1407026156836266, + 0.9231893015164008, + 0.8990327480493145, + 0.6422405879838027, + 0.9092214790537131, + 0.9351958368508632, + 1.0, + 1.0, + 0.9288775753611616, + 0.8531876075690629, + 1.034017858801366, + 1.0285706599327553, + 1.5382840820664052, + 1.0793433921827003, + 0.7014984131399681, + 0.9478974831267535, + 0.8121083950620509, + 0.5317226069000799, + 0.877495299738119, + 1.105656776922663, + 0.9679617815757274, + 0.7155463726091819, + 1.108302722756925, + 1.0944778308312668, + 0.7749616919771513, + 0.8850563716056123, + 0.5693811287198752, + 1.0, + 0.9220528856937216, + 0.8553127512283658, + 0.9975197765961968, + 0.8796722204092665, + 1.1740947078133768, + 0.9516756586234943, + 0.9063555755946218, + 0.9537956983823893, + 0.21590336552059824, + 1.0, + 1.1291952185180558, + 1.0007499385498189, + 1.0111383561599954, + 0.9704983147288865, + 1.1385710361021162, + 0.7564588026775311, + 1.0046465692486821, + 0.9312841189336238, + 0.6375502285227569, + 1.0, + 0.829387189699574, + 1.0544363475675953, + 0.9771879250820691, + 1.0137760206245479, + 1.0423498864484522, + 0.43681029699877133, + 0.8991224001063718, + 0.8257144621838688, + 1.968770644943309, + 0.8856828178067617, + 1.0398871114616712, + 0.8345338516516961, + 0.9722595951185294, + 1.285772740124495, + 0.8915167876690523, + 0.8875667705363124, + 0.6453390579256484, + 0.9343424770462008, + 0.8887305596443167, + 1.0443061214405034, + 1.027608228431771, + 0.9189390661089004 + ] + ] + }, + "width": 512, + "in_features": 262, + "out_features": 13, + "depth": 4, + "padding": 524, + "parameters": 929297, + "cert_evals": { + "36": 0.5875912308692932, + "72": 0.55474454164505, + "108": 0.529197096824646, + "255": 0.35766422748565674 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/arrhythmia/fold_3/result.json b/UCI_N4/ldlt/runs/arrhythmia/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..fc9ff068f89c594617f1ac97d03c8ca472366ce5 --- /dev/null +++ b/UCI_N4/ldlt/runs/arrhythmia/fold_3/result.json @@ -0,0 +1,554 @@ +{ + "best_epoch": 15, + "best_val_acc": 0.6417910447761194, + "test_acc": 0.6397058823529411, + "train_size": 113, + "val_size": 67, + "test_size": 272, + "stats": { + "mean": [ + [ + 0.04070993805309734, + 0.11996151327433617, + -0.07505505699115043, + -0.053473368141592904, + -0.0023036168141593112, + -0.04386066761061949, + 0.1000648973451327, + 0.21898467610619468, + 0.0844638663362832, + -0.21027526176991146, + 0.08278053309734511, + 0.02691175840707965, + -0.10311968407079651, + -0.019989650442477833, + -0.029568291150442447, + 0.06979861946902657, + -0.09989179115044242, + -0.0017227557522123856, + -2.2654867243656462e-07, + 0.06518417699115044, + -0.04703600000000003, + -0.1056450000000003, + -0.1056450000000003, + 0.19977865575221251, + 0.0665928778761063, + 0.09438671238938035, + -0.10331811504424784, + -0.11287559292035391, + 0.1063068938053097, + 0.04291548672566383, + -0.05587280000000011, + -0.032180318584070916, + 0.06704106194690261, + -0.1718930000000004, + -0.04703600000000003, + 0.0665928778761063, + -0.06659289999999989, + 0.08948672566371665, + -0.025450121504424723, + -0.17311484513274336, + 0.07640526460176993, + 0.11526853982300869, + 0.1133023008849558, + -0.07326554867256642, + -0.04703600000000003, + 0.047838725663716816, + -0.04703600000000003, + 0.06704106194690251, + -0.02112876106194691, + -0.06659289999999989, + -0.013552253982300916, + -0.020357922123893812, + -0.027464973451327517, + -0.006002522123893788, + -0.04703600000000003, + -0.04337743362831858, + 0.14790371681415934, + 0.0665928778761063, + -0.06659289999999989, + 0.06659287787610634, + -0.06659289999999989, + 1.0619469029580476e-07, + 0.044767823008849614, + 0.08289923362831852, + -0.12235442831858409, + -0.11459614159292028, + 0.14790476371681416, + -2.9203539830824354e-07, + -0.04703600000000003, + 0.14110856637168223, + 0.027216715044247736, + -0.04703600000000003, + -0.055889752212389385, + -0.12962760265486717, + 0.10187851619469035, + -0.01324823008849549, + 0.022193132743362702, + -0.07879260176991155, + 0.0665928778761063, + 0.12907584070796485, + -0.04703600000000003, + -0.04703600000000003, + -0.04703600000000003, + -0.002639044247787606, + 0.054982569292035384, + 0.05932991150442477, + -0.06964141592920373, + -0.07482919999999994, + -0.033238396460177, + 0.13608353008849555, + 0.0894867256637167, + -0.09438650000000005, + -0.09438650000000005, + -0.1056450000000003, + 0.030049292035398203, + 0.0004219557522123656, + 0.04024157522123887, + 0.01212035575221241, + -0.06541580530973452, + -0.07854839999999999, + 0.02907596460176992, + -0.09438650000000005, + 0.09438671238938048, + -0.03861907964601766, + 1.0619469030366473e-07, + 1.0619469029580476e-07, + -0.0670416460176993, + -0.04499362831858416, + 0.0430065663716814, + 0.05495734513274337, + 0.025254761061947018, + -0.06529410000000001, + 0.06800543362831867, + -0.15775999999999976, + 0.0665928778761063, + -0.08165009999999992, + 1.0619469029580476e-07, + -0.08165009999999992, + -0.021128761061946954, + 0.0199548849557522, + -0.04005870796460183, + 0.07256339026548671, + 0.0029753097345135682, + 0.008741072566371728, + -0.12291731858407075, + 0.0665928778761063, + -0.03861907964601771, + 0.0665928778761063, + -2.9203539835933345e-07, + -0.15365226548672545, + -0.02139016460176988, + 0.03374174115044254, + -0.03278541946902662, + -0.16577226814159277, + 0.027216715044247785, + 0.14110856637168206, + -0.08165009999999992, + -0.17471278761061948, + -0.05009553982300891, + 0.10357247787610621, + 0.01421250265486715, + -0.16799606460176988, + 0.1411085663716814, + -0.04703600000000003, + 0.1997786557522125, + -0.02112876106194691, + 0.10064383539823014, + -0.09822227433628321, + 0.010812114336283181, + -0.0005969424778760985, + -0.034939104424778704, + -0.021039132743362887, + 0.1549942769911504, + -0.05473569823008849, + 0.09371048247787614, + 0.1284547699115043, + 0.08193819469026561, + -0.1894623433628318, + -0.03994628938053097, + 0.005021592920354035, + 0.06618380000000008, + 0.046780255752212445, + 0.12412912743362833, + -0.15687404504424782, + -0.04040450761061948, + 0.01819149026548674, + 0.047322232477876085, + -0.1316860601769911, + -0.08258592566371675, + 0.05638880530973452, + -0.10198681415929205, + 0.1290602176991152, + -0.03669845398230087, + -0.10499076469026546, + -0.12757559911504432, + -0.06652606637168137, + 0.05155422566371681, + 0.031605256637168136, + 0.0629123805309736, + 0.023197380530973564, + 0.04703600000000003, + -0.03599286283185842, + -0.1574473318584071, + 0.10887992823008849, + -0.053605181415929175, + -0.012299078761061958, + -0.05887616991150452, + 0.07308711769911504, + 0.09051549646017694, + -0.10846913274336303, + -0.15513741725663718, + 0.12073644318584073, + 0.05041307504424779, + 0.1529646697345132, + 0.0776218637168141, + 0.057565741592920404, + -0.17276489823008853, + -0.014984845840707986, + -0.04701723008849572, + -0.03750280353982299, + 0.06355189203539817, + 0.06636549999999998, + -0.1410115592035399, + -0.08766313362831851, + -0.09892783274336285, + -0.013420267079645989, + 0.09777304070796461, + 0.07535415840707965, + -0.10688448672566354, + 0.0625599000000001, + -0.011544922123893811, + -0.09627820707964604, + 0.08584640530973452, + 0.007022314424778771, + -0.05128431504424778, + -0.06365885663716808, + 0.02538907345132746, + 0.071253879380531, + -0.032786734513274456, + 0.0729473, + 0.04719471592920353, + 0.014598110265486715, + 0.026159213575221246, + 0.059101831504424836, + -0.07843545663716811, + 0.0003891433628318023, + 0.014624393274336253, + 0.03384382522123893, + -0.07310352920353969, + 0.0510427, + 0.14306325132743355, + -0.011243908849557487, + 0.02559352380530976, + 0.03617407230973455, + -0.012417333274336301, + -0.10102372743362834, + -0.09638603628318594, + 0.02360371292035396, + -0.0742930973451328, + -0.014339143362831862, + 0.03523714159292039, + 0.03915302300884953, + -0.08945827723893807, + -0.02228378656637163, + 0.10421852477876106, + 0.0697730088495576, + -0.12811908238938052, + -0.10229047238938055, + -0.048111653097345074, + 0.041196920353982314, + 0.10879424867256633, + -0.10693692778761064, + 0.02704163566371678, + 0.12719723849557518, + 0.1358370884955751, + -0.11345866194690264, + -0.11236356814159291, + 0.008828665486725625, + 0.04901849557522122, + 0.10906433185840712, + -0.12028646725663718, + 0.005514894867256633 + ] + ], + "std": [ + [ + 1.0502669179700934, + 0.9792224218294541, + 0.24305352147883325, + 1.043042266446498, + 1.0744571502175468, + 0.9508826739984755, + 0.9451555552883207, + 1.1810283789026603, + 1.0064552702700122, + 1.1190882010665817, + 0.9034793296608571, + 1.1336521923679663, + 0.9786491101919341, + 0.9206985848676537, + 0.8610889538505271, + 0.9619675032812017, + 0.9308084274399617, + 0.9863758024756076, + 0.9547571784517959, + 0.9496800506935921, + 1.0, + 1.0, + 1.0, + 1.9844233966366367, + 1.4095057857234627, + 1.40632875858643, + 0.892002130496044, + 1.0129634785032875, + 0.978487303853688, + 1.1394715296586964, + 1.0, + 1.0267988761241287, + 1.217866674742132, + 1.0, + 1.0, + 1.4095057857234627, + 1.0, + 1.30048921660964, + 1.101075351501756, + 0.9423320679555461, + 0.9745566669040967, + 1.0784150005489006, + 1.3072548131334407, + 1.020520797792866, + 1.0, + 1.1116626840554256, + 1.0, + 1.2178666747421323, + 0.8944357999064103, + 1.0, + 0.9763859814864452, + 0.9882312110151381, + 0.9941548135105892, + 1.0805382570058093, + 1.0, + 0.9455390825539804, + 1.5353137244867092, + 1.4095057857234619, + 1.0, + 1.4095057857234636, + 1.0, + 0.9988939483461567, + 0.9028116049768871, + 1.0263167291591377, + 0.9964436627027657, + 0.4280387316306564, + 1.0514551909197751, + 0.9988936769842915, + 1.0, + 1.9911349325902201, + 1.152138074538978, + 1.0, + 0.9644113662850948, + 0.9806946309645141, + 0.9930268680075975, + 0.8905664891946655, + 1.0736843273720693, + 1.0058668086951204, + 1.409505785723462, + 1.3330925209888196, + 1.0, + 1.0, + 1.0, + 1.0450036005861865, + 1.3244456183776097, + 0.932189980942975, + 0.9625014477361986, + 1.0, + 1.0074707737922228, + 1.62207901125963, + 1.3004892166096393, + 1.0, + 1.0, + 1.0, + 1.0917543201475843, + 1.0127130749629136, + 1.2877909824303606, + 0.9604994075919616, + 0.8657450013263874, + 1.0, + 1.0599660091906427, + 1.0, + 1.4063287585864277, + 0.8174198991670479, + 0.9988939483461567, + 0.9988939483461567, + 0.7094990007768708, + 0.8740833234525124, + 1.010657132912493, + 0.9328151962443406, + 1.3541564903516528, + 1.0, + 1.0437864539647888, + 1.0, + 1.409505785723462, + 1.0, + 0.9988939483461567, + 1.0, + 0.8944357999064098, + 1.2065791134004533, + 1.0500123468485083, + 0.9959504427215604, + 1.0958354145667224, + 0.7400533918928887, + 0.9943642075886404, + 1.4095057857234627, + 0.8174198991670482, + 1.4095057857234627, + 0.9988936769842922, + 0.9193790839730072, + 1.0436031910295362, + 0.9868834993023391, + 0.5782795414175284, + 0.9541173647907301, + 1.1521380745389775, + 1.9911349325902201, + 1.0, + 0.9325216486314452, + 1.0303184562115624, + 0.9698188611354921, + 1.0027196672799903, + 1.0327882823860284, + 1.9911349325902201, + 1.0, + 1.9844233966366391, + 0.8944357999064109, + 0.7112349595162911, + 1.0528496975740775, + 0.9693293962135208, + 1.098217436491506, + 0.39441056751713705, + 1.131185111941341, + 0.8933013668038887, + 0.8692841653701331, + 0.9535583303775852, + 0.9578421783922644, + 0.9351032690489206, + 0.9587912379925385, + 0.8874155629442673, + 0.7402206710271984, + 1.0, + 1.0688089329251667, + 0.997681462694144, + 0.9866601266296527, + 0.9496581319654654, + 0.9257831061652533, + 0.9073562336120353, + 0.9768579353882867, + 0.9602672008044747, + 0.7793988687883875, + 1.2643817992013762, + 0.8858997832358527, + 1.0783739453909889, + 0.9243425987503827, + 0.9894525958813807, + 0.8138319611992417, + 0.9527697944043735, + 1.1413505837251008, + 0.8792523651290115, + 1.0992317647014969, + 1.0, + 1.065433498566479, + 0.9150528093441637, + 1.0062463574228966, + 1.011250604668206, + 0.7913263564369651, + 0.9735543146496928, + 0.9610800849612564, + 0.9880567372837797, + 0.3866698577857632, + 0.9853949011817834, + 0.990227174214131, + 0.8869793376043191, + 1.0049463863071384, + 0.9992217219580515, + 0.9135057665522096, + 0.9794517412025064, + 0.8334338014885702, + 0.37518500497353446, + 1.1642248030770597, + 0.9506854878365382, + 1.1083600583283926, + 0.9361744720072924, + 1.0051395038183164, + 0.7234663786843327, + 1.1371317753211319, + 1.5356103741191347, + 0.8479920793399001, + 0.46656712729960265, + 1.0, + 1.0891589322731212, + 0.8545812844441173, + 1.3469557389840487, + 1.3298686360213214, + 0.8184103746992143, + 1.2426545134673366, + 0.9345647421429395, + 0.8739291157345797, + 0.7954155323258645, + 1.0, + 0.9396031266002715, + 0.8729340873197525, + 1.1022147706138496, + 0.9052007430680863, + 0.8002297286948205, + 1.1474637082252046, + 1.0050624674836923, + 0.8958786752659496, + 0.1199464140766847, + 1.0, + 0.9484606934407114, + 0.924743989986394, + 1.1045533858189263, + 0.9763355497679247, + 0.8775711016746042, + 1.4892483405130004, + 0.9479162196372228, + 0.824520740664537, + 0.48200134691826974, + 0.8093410764663572, + 1.0307538015892828, + 0.8557116942728363, + 0.9675781578595044, + 0.9316537658305905, + 0.961482671503125, + 0.9499524026348503, + 1.0156281171297905, + 0.9533815998673338, + 0.13577727875330386, + 1.0944930405696027, + 0.9984202119037168, + 1.0610893586418122, + 1.0416564535479678, + 0.953141207852886, + 0.9699518518482332, + 1.0661304370514315, + 0.9605383246803934, + 0.9343424770461999, + 1.1428421085341074, + 0.9995106529728873, + 1.0191031224939573, + 1.0275583030415119 + ] + ] + }, + "width": 512, + "in_features": 262, + "out_features": 13, + "depth": 4, + "padding": 524, + "parameters": 929297, + "cert_evals": { + "36": 0.5845588445663452, + "72": 0.5477941036224365, + "108": 0.5110294222831726, + "255": 0.21691176295280457 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/audiology-std/fold_0/result.json b/UCI_N4/ldlt/runs/audiology-std/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..8c97ad0f13c1667a85e1ac1ed6760e360f5697bc --- /dev/null +++ b/UCI_N4/ldlt/runs/audiology-std/fold_0/result.json @@ -0,0 +1,148 @@ +{ + "best_epoch": 11, + "best_val_acc": 0.22580645161290322, + "test_acc": 0.37142857142857144, + "train_size": 25, + "val_size": 31, + "test_size": 140, + "stats": { + "mean": [ + [ + -1.7763568394002505e-17, + -8.399999999486596e-07, + 7.99999999756551e-08, + -1.2800000001833566e-06, + -3.6000000007696543e-07, + -8.799999999986596e-07, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -8.000000002006402e-08, + 7.99999999756551e-08, + 0.0, + 0.0, + 0.0, + 0.0, + 7.99999999756551e-08, + 0.0, + -3.199999999159431e-07, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -3.3306690738754695e-17, + -3.999999999981796e-07, + 0.0, + 7.99999999756551e-08, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -8.659739592076221e-17, + 0.0, + -8.659739592076221e-17, + 0.0, + 0.0, + 0.0, + -7.199999999940587e-07, + -4.800000000759752e-07, + 2.799999999325564e-07, + 0.0, + 2.220446049250313e-18, + 0.0, + -1.5999999996907377e-07, + 0.0, + -4.0000000006479297e-07, + 0.0, + 0.0 + ] + ], + "std": [ + [ + 0.9797958971132714, + 0.979795399156076, + 0.979796007645425, + 0.9797944438980055, + 0.979795825808005, + 0.9797970293219844, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797958971132714, + 1.0, + 0.9797961795409461, + 0.979796007645425, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797960076454252, + 1.0, + 0.9797960772142222, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797958971132711, + 0.9797952000000001, + 1.0, + 0.9797960076454251, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797958971132709, + 1.0, + 0.9797958971132709, + 1.0, + 1.0, + 1.0, + 0.9797942770355633, + 0.9797949007791427, + 0.9797958854236333, + 1.0, + 0.979795897113271, + 1.0, + 0.9797957933341287, + 1.0, + 0.9797952, + 1.0, + 1.0 + ] + ] + }, + "width": 256, + "in_features": 59, + "out_features": 18, + "depth": 4, + "padding": 118, + "parameters": 217366, + "cert_evals": { + "36": 0.22857142984867096, + "72": 0.11428571492433548, + "108": 0.05714285746216774, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/audiology-std/fold_2/result.json b/UCI_N4/ldlt/runs/audiology-std/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..0358b5da4970c0d72bc5e5ee38334d1c1941acca --- /dev/null +++ b/UCI_N4/ldlt/runs/audiology-std/fold_2/result.json @@ -0,0 +1,148 @@ +{ + "best_epoch": 9, + "best_val_acc": 0.36, + "test_acc": 0.2808219178082192, + "train_size": 25, + "val_size": 25, + "test_size": 146, + "stats": { + "mean": [ + [ + -1.7763568394002505e-17, + -8.399999999486596e-07, + 7.99999999756551e-08, + -1.2800000001833566e-06, + -3.6000000007696543e-07, + -8.799999999986596e-07, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -8.000000002006402e-08, + 7.99999999756551e-08, + 0.0, + 0.0, + 0.0, + 0.0, + 7.99999999756551e-08, + 0.0, + -3.199999999159431e-07, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -3.3306690738754695e-17, + -3.999999999981796e-07, + 0.0, + 7.99999999756551e-08, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -8.659739592076221e-17, + 0.0, + -8.659739592076221e-17, + 0.0, + 0.0, + 0.0, + -7.199999999940587e-07, + -4.800000000759752e-07, + 2.799999999325564e-07, + 0.0, + 2.220446049250313e-18, + 0.0, + -1.5999999996907377e-07, + 0.0, + -4.0000000006479297e-07, + 0.0, + 0.0 + ] + ], + "std": [ + [ + 0.9797958971132714, + 0.979795399156076, + 0.979796007645425, + 0.9797944438980055, + 0.979795825808005, + 0.9797970293219844, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797958971132714, + 1.0, + 0.9797961795409461, + 0.979796007645425, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797960076454252, + 1.0, + 0.9797960772142222, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797958971132711, + 0.9797952000000001, + 1.0, + 0.9797960076454251, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797958971132709, + 1.0, + 0.9797958971132709, + 1.0, + 1.0, + 1.0, + 0.9797942770355633, + 0.9797949007791427, + 0.9797958854236333, + 1.0, + 0.979795897113271, + 1.0, + 0.9797957933341287, + 1.0, + 0.9797952, + 1.0, + 1.0 + ] + ] + }, + "width": 256, + "in_features": 59, + "out_features": 18, + "depth": 4, + "padding": 118, + "parameters": 217366, + "cert_evals": { + "36": 0.1506849229335785, + "72": 0.07534246146678925, + "108": 0.027397260069847107, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/audiology-std/fold_3/result.json b/UCI_N4/ldlt/runs/audiology-std/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..5f471eb3ac216ece93858bbaa6901f013a13b4d5 --- /dev/null +++ b/UCI_N4/ldlt/runs/audiology-std/fold_3/result.json @@ -0,0 +1,148 @@ +{ + "best_epoch": 12, + "best_val_acc": 0.4666666666666667, + "test_acc": 0.3262411347517731, + "train_size": 25, + "val_size": 30, + "test_size": 141, + "stats": { + "mean": [ + [ + -1.7763568394002505e-17, + -8.399999999486596e-07, + 7.99999999756551e-08, + -1.2800000001833566e-06, + -3.6000000007696543e-07, + -8.799999999986596e-07, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -8.000000002006402e-08, + 7.99999999756551e-08, + 0.0, + 0.0, + 0.0, + 0.0, + 7.99999999756551e-08, + 0.0, + -3.199999999159431e-07, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -3.3306690738754695e-17, + -3.999999999981796e-07, + 0.0, + 7.99999999756551e-08, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + -8.659739592076221e-17, + 0.0, + -8.659739592076221e-17, + 0.0, + 0.0, + 0.0, + -7.199999999940587e-07, + -4.800000000759752e-07, + 2.799999999325564e-07, + 0.0, + 2.220446049250313e-18, + 0.0, + -1.5999999996907377e-07, + 0.0, + -4.0000000006479297e-07, + 0.0, + 0.0 + ] + ], + "std": [ + [ + 0.9797958971132714, + 0.979795399156076, + 0.979796007645425, + 0.9797944438980055, + 0.979795825808005, + 0.9797970293219844, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797958971132714, + 1.0, + 0.9797961795409461, + 0.979796007645425, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797960076454252, + 1.0, + 0.9797960772142222, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797958971132711, + 0.9797952000000001, + 1.0, + 0.9797960076454251, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9797958971132709, + 1.0, + 0.9797958971132709, + 1.0, + 1.0, + 1.0, + 0.9797942770355633, + 0.9797949007791427, + 0.9797958854236333, + 1.0, + 0.979795897113271, + 1.0, + 0.9797957933341287, + 1.0, + 0.9797952, + 1.0, + 1.0 + ] + ] + }, + "width": 256, + "in_features": 59, + "out_features": 18, + "depth": 4, + "padding": 118, + "parameters": 217366, + "cert_evals": { + "36": 0.27659574151039124, + "72": 0.1914893537759781, + "108": 0.09929077327251434, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/balance-scale/fold_0/result.json b/UCI_N4/ldlt/runs/balance-scale/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..afd83dba827332332b10c55173bb731b84dd6365 --- /dev/null +++ b/UCI_N4/ldlt/runs/balance-scale/fold_0/result.json @@ -0,0 +1,38 @@ +{ + "best_epoch": 13, + "best_val_acc": 0.8795180722891566, + "test_acc": 0.8497409326424871, + "train_size": 156, + "val_size": 83, + "test_size": 386, + "stats": { + "mean": [ + [ + 0.05887832692307693, + -2.5641025661690044e-08, + 0.09964028205128199, + -0.09058207692307692 + ] + ], + "std": [ + [ + 0.9464310236223092, + 0.9765235538802873, + 0.9974316897506468, + 1.0391308031314608 + ] + ] + }, + "width": 32, + "in_features": 4, + "out_features": 3, + "depth": 4, + "padding": 10, + "parameters": 3431, + "cert_evals": { + "36": 0.5, + "72": 0.19170984625816345, + "108": 0.03367875516414642, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/balance-scale/fold_1/result.json b/UCI_N4/ldlt/runs/balance-scale/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..7d8cada6a9d403f872263c6c7ad474fc3ac57eb4 --- /dev/null +++ b/UCI_N4/ldlt/runs/balance-scale/fold_1/result.json @@ -0,0 +1,38 @@ +{ + "best_epoch": 38, + "best_val_acc": 0.8350515463917526, + "test_acc": 0.8494623655913979, + "train_size": 156, + "val_size": 97, + "test_size": 372, + "stats": { + "mean": [ + [ + 0.09511109615384612, + -3.416070845000482e-17, + 0.00905823076923074, + 0.08152388461538454 + ] + ], + "std": [ + [ + 1.0090351712085057, + 1.0055834762270852, + 0.9532661180714023, + 1.002273371607005 + ] + ] + }, + "width": 32, + "in_features": 4, + "out_features": 3, + "depth": 4, + "padding": 10, + "parameters": 3431, + "cert_evals": { + "36": 0.6935483813285828, + "72": 0.5161290168762207, + "108": 0.37634408473968506, + "255": 0.02150537632405758 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/balance-scale/fold_3/result.json b/UCI_N4/ldlt/runs/balance-scale/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..7a1cb2aa7d82fac67df2d50485ed9a3a502514fe --- /dev/null +++ b/UCI_N4/ldlt/runs/balance-scale/fold_3/result.json @@ -0,0 +1,38 @@ +{ + "best_epoch": 20, + "best_val_acc": 0.8152173913043478, + "test_acc": 0.8567639257294429, + "train_size": 156, + "val_size": 92, + "test_size": 377, + "stats": { + "mean": [ + [ + 0.05434929487179499, + -0.08605298076923085, + 0.06793655769230768, + -0.16757685256410257 + ] + ], + "std": [ + [ + 1.0569029867956488, + 1.0161657906649941, + 0.9625917447832895, + 0.9469510608150327 + ] + ] + }, + "width": 32, + "in_features": 4, + "out_features": 3, + "depth": 4, + "padding": 10, + "parameters": 3431, + "cert_evals": { + "36": 0.7400530576705933, + "72": 0.5251989364624023, + "108": 0.3289124667644501, + "255": 0.01326259970664978 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/balloons/fold_0/result.json b/UCI_N4/ldlt/runs/balloons/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..29e052bfc2876b28b58479b701d2cc7a51949df9 --- /dev/null +++ b/UCI_N4/ldlt/runs/balloons/fold_0/result.json @@ -0,0 +1,38 @@ +{ + "best_epoch": 8, + "best_val_acc": 0.75, + "test_acc": 0.75, + "train_size": 4, + "val_size": 4, + "test_size": 8, + "stats": { + "mean": [ + [ + 0.0, + 0.0, + -0.968246, + 0.0 + ] + ], + "std": [ + [ + 0.968246, + 0.968246, + 1.0, + 0.968246 + ] + ] + }, + "width": 32, + "in_features": 4, + "out_features": 2, + "depth": 4, + "padding": 10, + "parameters": 3398, + "cert_evals": { + "36": 0.0, + "72": 0.0, + "108": 0.0, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/balloons/fold_1/result.json b/UCI_N4/ldlt/runs/balloons/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..0e3dd705c6b310e1c089463031a1b98d12671010 --- /dev/null +++ b/UCI_N4/ldlt/runs/balloons/fold_1/result.json @@ -0,0 +1,38 @@ +{ + "best_epoch": 1, + "best_val_acc": 1.0, + "test_acc": 0.6, + "train_size": 4, + "val_size": 2, + "test_size": 10, + "stats": { + "mean": [ + [ + -0.484123, + 0.484123, + 0.0, + 0.0 + ] + ], + "std": [ + [ + 0.8385256331126676, + 0.8385256331126676, + 0.968246, + 0.968246 + ] + ] + }, + "width": 32, + "in_features": 4, + "out_features": 2, + "depth": 4, + "padding": 10, + "parameters": 3398, + "cert_evals": { + "36": 0.0, + "72": 0.0, + "108": 0.0, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/balloons/fold_2/result.json b/UCI_N4/ldlt/runs/balloons/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..3a006e62193aa49f84da4d1537116ca735e48c9b --- /dev/null +++ b/UCI_N4/ldlt/runs/balloons/fold_2/result.json @@ -0,0 +1,38 @@ +{ + "best_epoch": 1, + "best_val_acc": 0.0, + "test_acc": 0.5454545454545454, + "train_size": 4, + "val_size": 1, + "test_size": 11, + "stats": { + "mean": [ + [ + -0.484123, + 0.0, + -0.484123, + -0.484123 + ] + ], + "std": [ + [ + 0.8385256331126676, + 0.968246, + 0.8385256331126676, + 0.8385256331126676 + ] + ] + }, + "width": 32, + "in_features": 4, + "out_features": 2, + "depth": 4, + "padding": 10, + "parameters": 3398, + "cert_evals": { + "36": 0.5454545617103577, + "72": 0.0, + "108": 0.0, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/balloons/fold_3/result.json b/UCI_N4/ldlt/runs/balloons/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..ec78d8da81c07b97f4a7023a161905b9fefceb53 --- /dev/null +++ b/UCI_N4/ldlt/runs/balloons/fold_3/result.json @@ -0,0 +1,38 @@ +{ + "best_epoch": 1, + "best_val_acc": 0.0, + "test_acc": 0.36363636363636365, + "train_size": 4, + "val_size": 1, + "test_size": 11, + "stats": { + "mean": [ + [ + 0.48412299999999997, + 0.484123, + -0.968246, + 0.0 + ] + ], + "std": [ + [ + 0.8385256331126676, + 0.8385256331126676, + 1.0, + 0.968246 + ] + ] + }, + "width": 32, + "in_features": 4, + "out_features": 2, + "depth": 4, + "padding": 10, + "parameters": 3398, + "cert_evals": { + "36": 0.0, + "72": 0.0, + "108": 0.0, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/bank/fold_0/result.json b/UCI_N4/ldlt/runs/bank/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..0d677dc2c58ce464392096481d2706b53080b18e --- /dev/null +++ b/UCI_N4/ldlt/runs/bank/fold_0/result.json @@ -0,0 +1,62 @@ +{ + "best_epoch": 16, + "best_val_acc": 0.8616262482168331, + "test_acc": 0.8687732342007435, + "train_size": 1130, + "val_size": 701, + "test_size": 2690, + "stats": { + "mean": [ + [ + -0.043444115752212485, + 0.038350172566371764, + 0.021509683185840713, + -0.021201484955752213, + -0.006912000000000016, + 0.04290420228318581, + -0.031048147787610524, + -0.010544807964601867, + -0.027401819469027113, + -0.0011023982300885904, + -0.020262814867256583, + -0.01690946219469023, + -0.0050658819469022965, + 0.027795634513274152, + 0.0035984575221236132, + 0.03735520353982189 + ] + ], + "std": [ + [ + 0.9589625434028519, + 0.9947635481983416, + 1.013551308348929, + 0.9759306172571834, + 1.025514103095601, + 1.1941195969624385, + 0.9952628808737004, + 1.0099558672249285, + 1.0069197139677768, + 1.0315253300196314, + 1.005152797600638, + 0.9721293687592033, + 0.9311569270874402, + 1.0436010567990328, + 0.9725976279868672, + 1.0344584167333912 + ] + ] + }, + "width": 64, + "in_features": 16, + "out_features": 2, + "depth": 4, + "padding": 32, + "parameters": 13702, + "cert_evals": { + "36": 0.8204460740089417, + "72": 0.7639405131340027, + "108": 0.6795539259910583, + "255": 0.20780669152736664 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/bank/fold_1/result.json b/UCI_N4/ldlt/runs/bank/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..676c46d7560561443779d9cb528022cd544c08ed --- /dev/null +++ b/UCI_N4/ldlt/runs/bank/fold_1/result.json @@ -0,0 +1,62 @@ +{ + "best_epoch": 32, + "best_val_acc": 0.8641791044776119, + "test_acc": 0.8680632120543917, + "train_size": 1130, + "val_size": 670, + "test_size": 2721, + "stats": { + "mean": [ + [ + -0.01574801380530978, + 0.0023927396460177394, + 0.0021967858407077644, + -0.01932307256637162, + 0.006853599999999982, + -0.03479098039734521, + 0.0010882398230089275, + 0.02142298584070794, + -0.04310824424778776, + -0.002926514159292115, + -0.01356536707964567, + 0.01527978015929205, + -0.04149083628318521, + -0.006613960176991296, + 0.006211176106194516, + -0.021354536283185895 + ] + ], + "std": [ + [ + 0.969300386690253, + 1.0029838787869998, + 1.0077378567908635, + 1.0067270576318987, + 0.9737641828355684, + 0.8874066057167844, + 1.0000362134178429, + 0.978768086158569, + 1.0166647522536418, + 1.0110908544078474, + 0.9795699211960872, + 0.988628308543735, + 0.8468895052095667, + 1.0088647512260476, + 1.0744144429583726, + 0.97024384329565 + ] + ] + }, + "width": 64, + "in_features": 16, + "out_features": 2, + "depth": 4, + "padding": 32, + "parameters": 13702, + "cert_evals": { + "36": 0.8180815577507019, + "72": 0.7603821754455566, + "108": 0.6809996366500854, + "255": 0.28518927097320557 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/bank/fold_2/result.json b/UCI_N4/ldlt/runs/bank/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..c242dd5aca77b0918f89ed0e815694cd3abd9fa4 --- /dev/null +++ b/UCI_N4/ldlt/runs/bank/fold_2/result.json @@ -0,0 +1,62 @@ +{ + "best_epoch": 13, + "best_val_acc": 0.8528138528138528, + "test_acc": 0.8424759080800593, + "train_size": 1130, + "val_size": 693, + "test_size": 2698, + "stats": { + "mean": [ + [ + 0.03612999486725651, + 0.0039014732743363205, + -0.026264318584070866, + 0.007914513274336264, + -2.920000000001238e-05, + -0.02074493859203536, + -0.02212137345132746, + -0.02529917433628319, + -0.017585318584070603, + 0.002009283628318563, + -0.032913651327433256, + 0.01575317238053096, + 0.01656134477876116, + 0.004832360176991011, + 0.0046435044247787275, + -0.007806110619469017 + ] + ], + "std": [ + [ + 1.026029784154538, + 1.014567266706415, + 0.9934924943110668, + 1.0009548228746656, + 0.9999976513205256, + 0.9005330945128681, + 0.9966950423207805, + 1.02369326820955, + 1.0066229970970322, + 1.0105897259642973, + 0.9953808522736891, + 1.0444837633462487, + 0.9721502138598372, + 1.0252935681497495, + 0.9895490051866441, + 0.9907898156267138 + ] + ] + }, + "width": 64, + "in_features": 16, + "out_features": 2, + "depth": 4, + "padding": 32, + "parameters": 13702, + "cert_evals": { + "36": 0.7813194990158081, + "72": 0.707561194896698, + "108": 0.6215715408325195, + "255": 0.2005189061164856 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/bank/fold_3/result.json b/UCI_N4/ldlt/runs/bank/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..d6ce5b23c184d34d12548a23dfd3d5753d04fefc --- /dev/null +++ b/UCI_N4/ldlt/runs/bank/fold_3/result.json @@ -0,0 +1,62 @@ +{ + "best_epoch": 3, + "best_val_acc": 0.8823529411764706, + "test_acc": 0.875733137829912, + "train_size": 1130, + "val_size": 663, + "test_size": 2728, + "stats": { + "mean": [ + [ + -0.0319807638938054, + 0.00842759592920361, + 0.0032132584070795264, + -0.0512567557522122, + 0.02061919999999998, + 0.017208951831858395, + -0.023906728318583995, + 0.009127680530973464, + 0.04229537345132683, + 0.03913422522123883, + -0.0012866005309730669, + 0.019049747389380534, + 0.0011946368141599608, + -0.01394144424778776, + -0.01887086017699146, + -0.012322258407079635 + ] + ], + "std": [ + [ + 0.9997012384907139, + 1.011637351521284, + 1.0052459246549308, + 0.9835551200097631, + 0.9188989108776542, + 0.975563370252112, + 0.9964151726496702, + 0.9910016079646086, + 0.9876324728734414, + 0.9709295082923052, + 1.018649934814902, + 1.045208416973306, + 1.0916320113723843, + 0.971971990527501, + 0.9802679634858928, + 0.9883913040231975 + ] + ] + }, + "width": 64, + "in_features": 16, + "out_features": 2, + "depth": 4, + "padding": 32, + "parameters": 13702, + "cert_evals": { + "36": 0.8324779868125916, + "72": 0.7635630369186401, + "108": 0.6792522072792053, + "255": 0.10520527511835098 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/blood/fold_0/result.json b/UCI_N4/ldlt/runs/blood/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..1487106dc5c6a424c686183ec486aa08ee011990 --- /dev/null +++ b/UCI_N4/ldlt/runs/blood/fold_0/result.json @@ -0,0 +1,38 @@ +{ + "best_epoch": 4, + "best_val_acc": 0.8114754098360656, + "test_acc": 0.7722095671981777, + "train_size": 187, + "val_size": 122, + "test_size": 439, + "stats": { + "mean": [ + [ + 0.08207599251336908, + 0.07211877540106948, + 0.07211877540106948, + 0.12092969090909093 + ] + ], + "std": [ + [ + 1.0915037898164763, + 0.9154190444987925, + 0.9154190444987925, + 1.0234960637376278 + ] + ] + }, + "width": 32, + "in_features": 4, + "out_features": 2, + "depth": 4, + "padding": 10, + "parameters": 3398, + "cert_evals": { + "36": 0.0091116176918149, + "72": 0.0, + "108": 0.0, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/blood/fold_1/result.json b/UCI_N4/ldlt/runs/blood/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..4f902d2dc9a5becd2cbdadb31e0fa3f6e7572c89 --- /dev/null +++ b/UCI_N4/ldlt/runs/blood/fold_1/result.json @@ -0,0 +1,38 @@ +{ + "best_epoch": 14, + "best_val_acc": 0.6551724137931034, + "test_acc": 0.748314606741573, + "train_size": 187, + "val_size": 116, + "test_size": 445, + "stats": { + "mean": [ + [ + -0.0044589358288771265, + -0.03777642245989305, + -0.03777642245989305, + -0.04118699946524062 + ] + ], + "std": [ + [ + 1.0355747128653376, + 1.0168425706533084, + 1.0168425706533084, + 0.9389071377082803 + ] + ] + }, + "width": 32, + "in_features": 4, + "out_features": 2, + "depth": 4, + "padding": 10, + "parameters": 3398, + "cert_evals": { + "36": 0.5078651905059814, + "72": 0.35056179761886597, + "108": 0.16404494643211365, + "255": 0.006741573102772236 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/breast-cancer-wisc-diag/fold_0/result.json b/UCI_N4/ldlt/runs/breast-cancer-wisc-diag/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..5a3e4c01675377532af997d94e6fd5ad12b9dac8 --- /dev/null +++ b/UCI_N4/ldlt/runs/breast-cancer-wisc-diag/fold_0/result.json @@ -0,0 +1,90 @@ +{ + "best_epoch": 4, + "best_val_acc": 0.95, + "test_acc": 0.9394812680115274, + "train_size": 142, + "val_size": 80, + "test_size": 347, + "stats": { + "mean": [ + [ + 0.0825849457746479, + 0.16776179100774652, + 0.08018569295774641, + 0.08525118492957748, + -0.13794442330985915, + -0.020546994366197266, + 0.031128610563380326, + 0.027148295774647915, + -0.03857999985915492, + -0.13734727633802823, + 0.08226506922535208, + -0.06624039612676055, + 0.09562314598591552, + 0.11241559394366195, + -0.0706283795774648, + 0.012817941971830999, + 0.03673792985915488, + 0.06254002929577464, + -0.016561529295774678, + -0.03867594647887324, + 0.07726569126760555, + 0.11026314366197185, + 0.07734966126760559, + 0.07510323753521127, + -0.10811489788732392, + 0.017963794225352204, + 0.03508001049295764, + 0.03470587605633805, + -0.006298125654929594, + -0.05882395070422536 + ] + ], + "std": [ + [ + 1.0298680528672801, + 1.0456187991444128, + 1.0339745446187498, + 1.1112548477482211, + 0.9413610006349405, + 1.0168663973319072, + 1.0127149891342198, + 0.9829034935431965, + 0.9115153190139265, + 0.8362062139046329, + 1.3277929800502757, + 0.7882767184809211, + 1.351171258508586, + 1.4874958213599554, + 0.8030624718228448, + 1.0638857030973894, + 1.0680975160236916, + 1.029388660893026, + 0.8840778078833855, + 0.9386046041123467, + 1.042323932480091, + 1.0325935116911305, + 1.0468623000133939, + 1.097427344818284, + 0.9438879408105022, + 1.048839947871273, + 1.087511123501064, + 1.02306665439061, + 0.9281333050780699, + 0.9709946269989288 + ] + ] + }, + "width": 128, + "in_features": 30, + "out_features": 2, + "depth": 4, + "padding": 60, + "parameters": 53766, + "cert_evals": { + "36": 0.9106627702713013, + "72": 0.85014408826828, + "108": 0.7809798121452332, + "255": 0.22766569256782532 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/breast-cancer-wisc/fold_1/result.json b/UCI_N4/ldlt/runs/breast-cancer-wisc/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..7af3c7b7430a2e1131720b0d0decb962c3457569 --- /dev/null +++ b/UCI_N4/ldlt/runs/breast-cancer-wisc/fold_1/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 4, + "best_val_acc": 0.9824561403508771, + "test_acc": 0.9585365853658536, + "train_size": 175, + "val_size": 114, + "test_size": 410, + "stats": { + "mean": [ + [ + -0.014418068571428517, + 0.008363611428571432, + 0.0013426971428572047, + 0.04362350857142855, + 0.06760174228571425, + -0.012737622857143117, + 0.12043267999999967, + -0.02566830114285711, + -0.0004912342857143631 + ] + ], + "std": [ + [ + 1.0359812403938078, + 0.9851680594955492, + 1.0075838815724851, + 1.0487044899930569, + 1.0481096015979268, + 0.9902459117914181, + 1.0891962569916647, + 0.9837374432610851, + 1.028364534365016 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 2, + "depth": 4, + "padding": 18, + "parameters": 3558, + "cert_evals": { + "36": 0.3341463506221771, + "72": 0.21707317233085632, + "108": 0.10000000149011612, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/cardiotocography-3clases/fold_3/result.json b/UCI_N4/ldlt/runs/cardiotocography-3clases/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..5b9bf051bb40bedf0950895c59adcd908aa5b8cc --- /dev/null +++ b/UCI_N4/ldlt/runs/cardiotocography-3clases/fold_3/result.json @@ -0,0 +1,72 @@ +{ + "best_epoch": 39, + "best_val_acc": 0.8785942492012779, + "test_acc": 0.8728549141965679, + "train_size": 531, + "val_size": 313, + "test_size": 1282, + "stats": { + "mean": [ + [ + 0.07590710470809812, + -0.024193697175141464, + -0.04779198342749522, + -0.03360304143126111, + 0.029070319209039387, + -0.024595693032014893, + 0.005839325800377342, + 0.06772045080037671, + 0.004032814877590208, + -0.01572106636534833, + -0.023934781092278794, + -0.0005697517890771726, + -0.008709438794726921, + -0.015583420433144993, + -0.012270593220338952, + 0.01910270809792879, + -0.009544668926553972, + -0.0007485035781543035, + 0.019792885216572968, + 0.012601643615819754, + 0.07063507344632772 + ] + ], + "std": [ + [ + 0.9774443663972388, + 0.9691878598072985, + 0.7938133543361705, + 1.0258465761633682, + 0.9993132346074002, + 0.7566415100311142, + 1.0194614547438874, + 0.9883543548463236, + 0.9952655430481072, + 0.9924332095258233, + 1.0409700820319554, + 0.9838443180700808, + 0.9913771235918427, + 0.9821486224205357, + 0.9651162627503362, + 1.033340912804804, + 1.0105779866484361, + 1.0049118298763688, + 0.989141891228224, + 1.0204876585018856, + 0.9866082018247349 + ] + ] + }, + "width": 64, + "in_features": 21, + "out_features": 3, + "depth": 4, + "padding": 42, + "parameters": 14087, + "cert_evals": { + "36": 0.8471139073371887, + "72": 0.8174726963043213, + "108": 0.7808112502098083, + "255": 0.5865834355354309 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/chess-krvkp/fold_1/result.json b/UCI_N4/ldlt/runs/chess-krvkp/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..2cc7d5d8456ae69876c81e3c724d3602e5a01e39 --- /dev/null +++ b/UCI_N4/ldlt/runs/chess-krvkp/fold_1/result.json @@ -0,0 +1,102 @@ +{ + "best_epoch": 46, + "best_val_acc": 0.9822616407982262, + "test_acc": 0.9753340184994861, + "train_size": 799, + "val_size": 451, + "test_size": 1946, + "stats": { + "mean": [ + [ + -0.0009927534418022186, + 0.018342768460575525, + -0.06582760575719632, + -0.0020792615769724375, + 0.051078400500625745, + 0.011297774718398223, + -0.03506647058823558, + -0.021223376720899582, + -0.03866361702127398, + -0.02380752190237722, + -0.014526558197747444, + 0.016318818523153884, + 0.006087788485606497, + 0.07781297659574443, + -0.04009326658322881, + 0.017423181476844563, + -0.016413096370462833, + -0.032386387984980926, + 0.020896709511889343, + 0.0017488035043802706, + 0.0032379173967446036, + -0.04377830913642133, + 0.00134634543179087, + -0.008370843554443178, + -0.01602508548185286, + -0.05699136670838574, + 0.012376380475592372, + -0.017688700000000283, + 0.023390775969961416, + 0.03719677847309204, + 0.005740868585732397, + -0.004124948685859613, + 0.002579862327909166, + -0.025243699624531293, + -0.02052447684605754, + 0.019589255319148336 + ] + ], + "std": [ + [ + 0.9986195311743077, + 1.0300230852190024, + 0.8216604611116667, + 0.9970790771407829, + 1.0163955081800622, + 1.0006602278791408, + 0.9894273630441428, + 0.9849960711322177, + 0.9895223747807858, + 0.9893503391280706, + 0.9977270081722001, + 1.0205058915949463, + 1.0023223894472089, + 1.4564544306041578, + 0.9790108101412359, + 1.0355371587989588, + 0.9537117155994841, + 1.0123108404588719, + 1.108181480971759, + 1.001546561141509, + 1.0024924985959782, + 0.9655037096440781, + 1.0024053099202712, + 0.9977739015125082, + 0.8530722671343125, + 1.021876104669329, + 1.0237032374075374, + 1.0, + 1.0898218142005072, + 1.080220497632301, + 1.0046803731698557, + 0.9917285097795778, + 1.000482486194206, + 1.0061895454376688, + 1.0104282205557285, + 1.0110875620192163 + ] + ] + }, + "width": 128, + "in_features": 36, + "out_features": 2, + "depth": 4, + "padding": 72, + "parameters": 54534, + "cert_evals": { + "36": 0.9527235627174377, + "72": 0.9260020852088928, + "108": 0.8782117366790771, + "255": 0.4655704200267792 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/conn-bench-sonar-mines-rocks/fold_0/result.json b/UCI_N4/ldlt/runs/conn-bench-sonar-mines-rocks/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..8cdb54b1ecf0f59e0f193ccf74a327dd5452e206 --- /dev/null +++ b/UCI_N4/ldlt/runs/conn-bench-sonar-mines-rocks/fold_0/result.json @@ -0,0 +1,150 @@ +{ + "best_epoch": 17, + "best_val_acc": 0.7575757575757576, + "test_acc": 0.7723577235772358, + "train_size": 52, + "val_size": 33, + "test_size": 123, + "stats": { + "mean": [ + [ + 0.07224829615384616, + 0.06143836403846155, + 0.17981892115384618, + 0.18359467307692307, + 0.17865188250000005, + 0.18166694038461537, + 0.13145928269230767, + 0.3580806807692308, + 0.2723380293846154, + 0.32641636923076933, + 0.3547530749999999, + 0.27079468269230766, + 0.2390470615384616, + 0.08077609423076923, + 0.06372549615384623, + 0.027136992307692294, + -0.0707615403846154, + -0.013202551923076929, + 0.07079190192307686, + 0.14980152423076923, + 0.19067387173076927, + 0.18353470192307691, + 0.09474908461538462, + 0.11814903269230771, + 0.12851396730769224, + 0.09148541923076925, + 0.007863109038461517, + -0.03280788846153844, + -0.038817317307692306, + -0.030111546153846168, + -0.06803155000000002, + -0.1759780653846154, + -0.09925099846153843, + -0.06391267884615386, + -0.10967796730769228, + -0.09900584423076922, + -0.07212157115384613, + -0.04979613730769235, + -0.014902880769230744, + -0.06563232307692309, + -0.19819578653846154, + -0.09516337250000001, + 0.028546435961538493, + 0.02690762884615383, + -0.051032306153846144, + -0.1709350942307693, + -0.15902759326923072, + 0.05230017500000001, + -0.06006629230769232, + -0.14417805423076924, + 0.04664167115384615, + 0.035231851923076866, + 0.10847407884615384, + 0.0320697788461538, + 0.014380650000000059, + 0.1584930519230769, + 0.24879878846153847, + -0.06910759711538458, + -0.04868835576923079, + -0.009460907692307728 + ] + ], + "std": [ + [ + 0.8826781365757673, + 0.8736204750730865, + 1.0631193826022287, + 1.0559935051069889, + 1.0948164691784295, + 0.9911164668100656, + 1.058133601574446, + 1.1345779651029129, + 1.2612720115229583, + 1.3050289136088924, + 1.2242580940441732, + 1.1507745621698449, + 0.9449561434126305, + 0.9761316418147328, + 1.0515687251009254, + 1.0336058228027496, + 1.0092336792759293, + 0.9721128786372969, + 0.9828570204269845, + 1.0526094050032175, + 1.007626826074757, + 0.9451553241613345, + 1.0688742655635421, + 1.1766129754915444, + 1.0893546356638915, + 0.9472223527353211, + 0.9975324667404246, + 0.9442106678014526, + 0.9147349976996598, + 0.8924870761180707, + 0.9115618167344114, + 0.9476131762252616, + 0.9936735012487963, + 1.091198911266045, + 1.0880994377807855, + 1.058748260466537, + 1.0322810862952991, + 1.0794760575131008, + 1.0563032817583005, + 1.063491740689508, + 0.9911947467095144, + 0.9289066519838143, + 1.060366924720947, + 1.0624085035469397, + 0.8715483240662897, + 0.6896203094035522, + 0.7267883935975691, + 0.928021673885073, + 0.8751357100836189, + 0.7223660360736314, + 0.7383172079055456, + 0.8199366242592814, + 1.0798630214435168, + 1.1347800621794066, + 0.9003324355296055, + 1.2234839576090903, + 1.1067568444114322, + 0.7263873158583661, + 0.9265847016853823, + 0.8105858418957635 + ] + ] + }, + "width": 256, + "in_features": 60, + "out_features": 2, + "depth": 4, + "padding": 120, + "parameters": 213510, + "cert_evals": { + "36": 0.6910569071769714, + "72": 0.642276406288147, + "108": 0.5609756112098694, + "255": 0.27642273902893066 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/conn-bench-sonar-mines-rocks/fold_1/result.json b/UCI_N4/ldlt/runs/conn-bench-sonar-mines-rocks/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..e9c37e05d921878de2c4703d03264d05eb411f0f --- /dev/null +++ b/UCI_N4/ldlt/runs/conn-bench-sonar-mines-rocks/fold_1/result.json @@ -0,0 +1,150 @@ +{ + "best_epoch": 9, + "best_val_acc": 0.7931034482758621, + "test_acc": 0.8267716535433071, + "train_size": 52, + "val_size": 29, + "test_size": 127, + "stats": { + "mean": [ + [ + -0.1496621807692307, + -0.08903577807692303, + -0.14030929807692305, + -0.035338826923076924, + 0.08386959669423068, + 0.09199651153846154, + 0.14088967307692307, + 0.07056369423076922, + -0.0025582480769230555, + 0.009174194230769301, + 0.0818218730769231, + 0.08237485384615381, + 0.04123067288461538, + -0.00616768461538463, + -0.028849084615384605, + -0.04050276923076927, + -0.0212545653846154, + -0.05132907923076921, + -0.04626740192307692, + -0.07403159615384614, + -0.05252051923076921, + 0.030670448076923096, + -0.021138782692307692, + 0.005048434615384597, + 0.09778213076923079, + 0.2050811269230769, + 0.18951900000000002, + 0.09827862115384613, + 0.07715956730769227, + 0.1654723846153846, + 0.07360706730769234, + -0.012788405769230859, + -0.07698564038461544, + -0.11772723500000001, + -0.012259624999999958, + 0.0018293673076923635, + -0.07115984249999997, + -0.07953136711538462, + -0.04274317096153846, + -0.03792623653846152, + -0.08625715769230768, + -0.05082718653846153, + 0.0639244403846154, + 0.05993298846153846, + 0.008120661730769264, + -0.03299837499999998, + -0.08261534326923076, + -0.13786070961538463, + -0.11194899807692303, + -0.1165946903846154, + -0.11254034384615383, + -0.09731205576923077, + -0.10915543461538466, + -0.020348332692307698, + -0.03527259615384616, + -0.05305450769230768, + -0.0766177076923077, + 0.017685547115384614, + 0.05708845576923076, + 0.13349773076923077 + ] + ], + "std": [ + [ + 0.808987901180408, + 0.6916743939877592, + 0.6533719713044063, + 0.7289409087743024, + 0.9799815957215703, + 1.1546934744155954, + 1.0489671907417901, + 1.0406351665781963, + 1.06602300100525, + 0.9855510401092009, + 0.941611877990984, + 0.874334438804182, + 0.8948617088044496, + 0.9284777014495024, + 0.9652796384670821, + 0.9176168045360895, + 0.9187448624511494, + 0.9637941840958039, + 1.036895695822955, + 1.080455047426266, + 1.0569445623516454, + 1.027280062203057, + 0.9972067893847262, + 0.9558109386682533, + 0.9135564279343454, + 0.9323450964074564, + 0.9165881179625035, + 0.9150530169961677, + 0.8966782811687405, + 0.9697039290944067, + 1.0552459326194796, + 1.0678782438443375, + 1.0350794282536124, + 0.981036806175182, + 1.0268794592105523, + 1.049486682131856, + 1.0562822257610098, + 1.0082564159163012, + 1.008195204043701, + 1.0704359719340684, + 1.0356445372719016, + 0.9497252302544834, + 1.0265656593627723, + 1.1425919880616457, + 0.984594565229331, + 0.9387504917802769, + 0.9538513934843633, + 0.9644663205759176, + 0.9826957464876444, + 0.906104614495397, + 0.6863012460053298, + 0.8135699574469399, + 0.8718984903633391, + 0.87106180576059, + 0.9705550873133266, + 0.7881063937322114, + 1.0305107562527829, + 0.9850679024115949, + 1.0840227025091698, + 0.955646054806482 + ] + ] + }, + "width": 256, + "in_features": 60, + "out_features": 2, + "depth": 4, + "padding": 120, + "parameters": 213510, + "cert_evals": { + "36": 0.7322834730148315, + "72": 0.6220472455024719, + "108": 0.4488188922405243, + "255": 0.11811023950576782 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/conn-bench-sonar-mines-rocks/fold_2/result.json b/UCI_N4/ldlt/runs/conn-bench-sonar-mines-rocks/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..13d42c77c82cfb0b0c57073f5b8288ded6acbda9 --- /dev/null +++ b/UCI_N4/ldlt/runs/conn-bench-sonar-mines-rocks/fold_2/result.json @@ -0,0 +1,150 @@ +{ + "best_epoch": 19, + "best_val_acc": 0.8787878787878788, + "test_acc": 0.8211382113821138, + "train_size": 52, + "val_size": 33, + "test_size": 123, + "stats": { + "mean": [ + [ + -0.11352727307692301, + 0.005484550769230757, + 0.14128544711538463, + 0.01698709807692309, + -0.05546616484423073, + 0.015633542307692313, + 0.01695465576923076, + 0.007012186538461534, + 0.16428315769230764, + 0.1885259807692308, + 0.17271181923076925, + 0.10288603057692303, + 0.035842053846153805, + 0.06598513846153845, + 0.024155067307692363, + -0.031890009615384636, + -0.09900835576923078, + -0.06074108884615382, + -0.057217736538461544, + -0.05421212307692307, + 0.009597998076923055, + 0.08198633076923077, + 0.0738865326923077, + 0.11153800000000001, + 0.12820763269230767, + 0.1497061423076923, + 0.17804224999999999, + 0.12074562557692313, + 0.011866653846153862, + 0.02657458461538462, + 0.08961283461538459, + 0.012436888461538488, + -0.15344758865384617, + -0.25327539384615383, + -0.1676381884615385, + -0.08097806538461542, + 0.010272027115384563, + 0.0761040280769231, + 0.07725368461538452, + 0.01526856923076923, + 0.09035966538461546, + -0.018093585576923078, + -0.08110181153846155, + -0.05179539615384614, + -0.062206399423076895, + -0.05773718076923074, + -0.015536751903846145, + -0.05303988461538456, + -0.0334830886538462, + -0.019491399423076903, + -0.014853353461538439, + -0.04920472788461536, + -0.013006382692307706, + -0.11464770384615387, + -0.22059024807692304, + -0.20056836153846153, + -0.17135017615384612, + -0.09496722596153845, + -0.12957644230769227, + 0.05055160769230771 + ] + ], + "std": [ + [ + 0.7779847294085735, + 0.8164589056484339, + 0.8897943994160501, + 0.8232379895108087, + 0.8913136137549748, + 1.2277539871431498, + 1.148342655187086, + 1.0125738638827777, + 1.0308151593845143, + 1.0814728380420244, + 1.1275636354460448, + 1.0953105542528634, + 0.9617223163008869, + 0.9271042130221435, + 1.002366167344782, + 1.0134009310910002, + 0.9541301699800748, + 0.9039526162729385, + 0.8533527267834845, + 0.8674137383144989, + 0.8667342359963858, + 0.8682751705934699, + 0.8669633975953135, + 0.8844079338595519, + 0.8959832014657619, + 0.9477171784962183, + 0.9665146933040765, + 0.9608709208756278, + 0.9362600441482569, + 0.826100491116595, + 0.9039285396250091, + 0.9697986338184826, + 0.8888423793086146, + 0.878236080206782, + 0.9309060317786465, + 0.9900496254008503, + 1.00813869687356, + 1.0903606967893815, + 1.0386726650233546, + 0.9723646970288363, + 0.965534654631892, + 0.9659616919831083, + 0.9294069827841253, + 0.9165737515917189, + 0.890391924899276, + 0.8408198724294259, + 0.7367456383541913, + 0.9168199780746074, + 0.8757122466574018, + 0.8068953654942984, + 0.8229736283202036, + 0.7999629806684128, + 0.9417385941942646, + 0.873184043119562, + 0.7480790001744239, + 0.9895160335641305, + 1.0132212109764678, + 0.7628419936253807, + 0.961901997536315, + 1.3290599320503582 + ] + ] + }, + "width": 256, + "in_features": 60, + "out_features": 2, + "depth": 4, + "padding": 120, + "parameters": 213510, + "cert_evals": { + "36": 0.7560975551605225, + "72": 0.6747967004776001, + "108": 0.577235758304596, + "255": 0.20325201749801636 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/conn-bench-sonar-mines-rocks/fold_3/result.json b/UCI_N4/ldlt/runs/conn-bench-sonar-mines-rocks/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..6ab9162d93c401c75a3b508f7a11f20cd6cd3ce4 --- /dev/null +++ b/UCI_N4/ldlt/runs/conn-bench-sonar-mines-rocks/fold_3/result.json @@ -0,0 +1,150 @@ +{ + "best_epoch": 17, + "best_val_acc": 0.9696969696969697, + "test_acc": 0.7723577235772358, + "train_size": 52, + "val_size": 33, + "test_size": 123, + "stats": { + "mean": [ + [ + -0.11402919442307692, + -0.1958088194230769, + -0.192454475, + -0.2174456115384615, + -0.1483449469961539, + -0.09730015192307692, + -0.11111996346153846, + -0.1199549596153846, + -0.08601968673076922, + -0.1359838, + -0.07711971153846155, + 0.005683598076923046, + -0.07644932499999996, + -0.12452823865384616, + -0.18065320384615383, + -0.24127502307692308, + -0.2122367865384616, + -0.17662752923076924, + -0.13966792115384613, + -0.06574370384615388, + -0.007378620000000012, + -0.0002028721153846167, + 0.06875905961538463, + 0.10454161923076924, + 0.1822036923076923, + 0.14234525, + 0.08357052884615387, + 0.14328510769230768, + 0.2375776069230769, + 0.1643224807692307, + 0.10515068653846156, + 0.09213309999999994, + 0.013323825000000011, + -0.06487759653846153, + -0.13430994076923078, + -0.21115623846153847, + -0.22730641923076922, + -0.23543729230769228, + -0.22808152115384622, + -0.14895506923076926, + -0.001168684615384663, + -0.04320264326923076, + -0.018799333269230768, + -0.013186748076922994, + -0.07072882692307694, + -0.03641541923076926, + -0.009211202865384651, + 0.028638237499999993, + 0.052042886346153845, + -0.09590774230769232, + -0.057291330384615397, + 0.06657091249999998, + 0.02539913076923079, + -0.15310468230769228, + -0.20838050961538462, + -0.049366707692307735, + -0.07994125884615386, + -0.19751397115384617, + -0.2403308269230769, + -0.24415720000000002 + ] + ], + "std": [ + [ + 0.8763416312333093, + 0.602973469758421, + 0.5448117196260321, + 0.5663296924240132, + 0.686341085757452, + 0.8337013907572342, + 0.6813276818285096, + 0.7825144766842531, + 0.7861121760890293, + 0.7905273301791387, + 0.7805552299762032, + 0.9027317120726256, + 0.8667207852850977, + 0.8531311452416169, + 0.8318630140159454, + 0.8852179006046725, + 0.8740431599665568, + 0.8442406359472446, + 0.8609171894886277, + 0.886971626868803, + 0.9185053211820478, + 1.0100806480837976, + 0.9919727273312126, + 1.0562822860856174, + 0.9850251469218465, + 0.9910273621465151, + 1.0655846350198521, + 0.9906322053442151, + 0.8736899428048334, + 0.9821436750511889, + 0.9453561139667965, + 0.8625303165093016, + 1.0040239879345572, + 0.9847231539651756, + 0.9280844832031707, + 0.9503954469001101, + 0.9765763369138967, + 0.965164414073675, + 0.9709362119147936, + 1.0665530487737096, + 1.0793454570821943, + 1.0572717622116554, + 1.0593503627745042, + 1.0162684589041668, + 1.0177130607371694, + 1.0958546673800382, + 1.1902586310529617, + 1.1293249209196217, + 1.0653539976947333, + 0.9647675285784101, + 1.1814566025747812, + 1.13738601881979, + 1.0351334435322548, + 0.934859922308927, + 0.7895031892247589, + 0.9239212461978867, + 0.8971132845231489, + 0.7340435621135994, + 0.876038640540552, + 0.7272617950430326 + ] + ] + }, + "width": 256, + "in_features": 60, + "out_features": 2, + "depth": 4, + "padding": 120, + "parameters": 213510, + "cert_evals": { + "36": 0.6991869807243347, + "72": 0.6341463327407837, + "108": 0.4796747863292694, + "255": 0.17073169350624084 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/conn-bench-vowel-deterding/fold_2/result.json b/UCI_N4/ldlt/runs/conn-bench-vowel-deterding/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..0b9e530df0cb8b7c2f300120cb9e2759abaa4dfd --- /dev/null +++ b/UCI_N4/ldlt/runs/conn-bench-vowel-deterding/fold_2/result.json @@ -0,0 +1,52 @@ +{ + "best_epoch": 30, + "best_val_acc": 0.801980198019802, + "test_acc": 0.775175644028103, + "train_size": 462, + "val_size": 101, + "test_size": 427, + "stats": { + "mean": [ + [ + -2.857142828580301e-07, + 2.385281389853348e-08, + -4.3088744564142115e-08, + -3.844155827509708e-08, + -8.807359302639395e-08, + -1.304545454734722e-07, + 2.852813846998729e-08, + -1.7538961132040442e-08, + 1.6883116991740976e-08, + 6.995670959114648e-08, + -9.999999998989893e-08 + ] + ], + "std": [ + [ + 0.9989172494309853, + 0.9989172586260624, + 0.9989172585041448, + 0.9989169579535073, + 0.9989173225330026, + 0.9989172947423731, + 0.9989172394761775, + 0.9989172874813478, + 0.9989173118500234, + 0.9989170573955074, + 0.9989173544054772 + ] + ] + }, + "width": 64, + "in_features": 11, + "out_features": 11, + "depth": 4, + "padding": 22, + "parameters": 13967, + "cert_evals": { + "36": 0.6088992953300476, + "72": 0.4285714030265808, + "108": 0.23185010254383087, + "255": 0.028103042393922806 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/conn-bench-vowel-deterding/fold_3/result.json b/UCI_N4/ldlt/runs/conn-bench-vowel-deterding/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..a5f1ae4536901adbef08d7c3adf162b782bb3f3a --- /dev/null +++ b/UCI_N4/ldlt/runs/conn-bench-vowel-deterding/fold_3/result.json @@ -0,0 +1,52 @@ +{ + "best_epoch": 43, + "best_val_acc": 0.8130841121495327, + "test_acc": 0.7814726840855107, + "train_size": 462, + "val_size": 107, + "test_size": 421, + "stats": { + "mean": [ + [ + -2.857142828580301e-07, + 2.385281389853348e-08, + -4.3088744564142115e-08, + -3.844155827509708e-08, + -8.807359302639395e-08, + -1.304545454734722e-07, + 2.852813846998729e-08, + -1.7538961132040442e-08, + 1.6883116991740976e-08, + 6.995670959114648e-08, + -9.999999998989893e-08 + ] + ], + "std": [ + [ + 0.9989172494309853, + 0.9989172586260624, + 0.9989172585041448, + 0.9989169579535073, + 0.9989173225330026, + 0.9989172947423731, + 0.9989172394761775, + 0.9989172874813478, + 0.9989173118500234, + 0.9989170573955074, + 0.9989173544054772 + ] + ] + }, + "width": 64, + "in_features": 11, + "out_features": 11, + "depth": 4, + "padding": 22, + "parameters": 13967, + "cert_evals": { + "36": 0.6579572558403015, + "72": 0.4679335057735443, + "108": 0.2921615242958069, + "255": 0.02850356325507164 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/connect-4/fold_0/result.json b/UCI_N4/ldlt/runs/connect-4/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..2e9d538ea1168b12d5b50580db11034405b48603 --- /dev/null +++ b/UCI_N4/ldlt/runs/connect-4/fold_0/result.json @@ -0,0 +1,114 @@ +{ + "best_epoch": 46, + "best_val_acc": 0.8263584040581406, + "test_acc": 0.8303931513966896, + "train_size": 16889, + "val_size": 10251, + "test_size": 40417, + "stats": { + "mean": [ + [ + 0.030039043756277816, + 0.019902300550625314, + 0.02412979927762107, + 0.01985044289179096, + 0.04051709657175008, + 0.019031591236910044, + -0.0045395188821050255, + 0.00019764479838064707, + -0.0054407273373289445, + 0.0013942071762814724, + 0.0055600884599283544, + 0.001485642518807598, + -0.045466167742357476, + -0.01035231553081155, + -0.011896642548398602, + -0.003500336017520728, + -0.005169183847484449, + -0.004208846444423896, + -0.015666746284570425, + -0.004623683640220639, + -0.003240515128237825, + 0.007526564154155245, + 0.005614181419874743, + -0.0009578565812173992, + -0.008785680620530124, + 2.9899105920217333e-05, + 0.008153071703466623, + 0.012008136479367208, + 0.006621551092434575, + -0.0019656975546212823, + -0.013779740837230907, + -0.007963726330753096, + 0.0029912185446102466, + 0.006957733791219768, + 0.009923208727565623, + 0.008400017940669328, + 0.005648935283319054, + -0.0006844205696187397, + -0.00016250281250430496, + 0.005438035407640847, + 0.006130487891554314, + 0.0019121513411066388 + ] + ], + "std": [ + [ + 1.006531226467314, + 1.008924218376966, + 1.0197183666704737, + 1.023893878424687, + 1.1159454713651147, + 1.1190732652590052, + 1.0024169825217877, + 0.9994835093105424, + 0.9930989860238304, + 1.004612308430935, + 1.0242747269577495, + 0.9967703228906594, + 1.0081015996457976, + 1.0023951062831706, + 0.9892908401102037, + 0.9991151349692805, + 0.9863950858355114, + 0.960184531380724, + 0.9986346631032498, + 1.0001270989782147, + 0.9928951530660571, + 1.0169032842233705, + 1.013285375385304, + 0.970290472444351, + 0.9945759706604689, + 0.9972408901165424, + 1.0114521905940863, + 1.0290063758644428, + 1.023278904623385, + 0.9324949802555003, + 0.9965943679305745, + 0.9932874797871102, + 1.0036564691959504, + 1.0228377133115587, + 1.0386526847608728, + 1.1257342158605066, + 1.0035861966708441, + 1.000236858494279, + 0.9968329006749054, + 1.0125833294784417, + 1.0214319654141149, + 1.006766118353405 + ] + ] + }, + "width": 128, + "in_features": 42, + "out_features": 2, + "depth": 4, + "padding": 84, + "parameters": 55302, + "cert_evals": { + "36": 0.7287775278091431, + "72": 0.6050424575805664, + "108": 0.47183117270469666, + "255": 0.059183020144701004 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/connect-4/fold_1/result.json b/UCI_N4/ldlt/runs/connect-4/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..da6882b918d76b327bd3864ad1c660004c597c8f --- /dev/null +++ b/UCI_N4/ldlt/runs/connect-4/fold_1/result.json @@ -0,0 +1,114 @@ +{ + "best_epoch": 47, + "best_val_acc": 0.8321189444663253, + "test_acc": 0.8331852290679305, + "train_size": 16889, + "val_size": 10156, + "test_size": 40512, + "stats": { + "mean": [ + [ + 0.027203261152216014, + 0.024381636864207697, + 0.020735522529443332, + 0.023047149623986126, + 0.020027097519112465, + 0.026940308105877917, + -0.00722533788855856, + -0.00531791621766461, + -0.009308466457466616, + 0.00578968973889537, + -0.0010269574279278557, + 0.004949220640663072, + -0.037384035289282136, + -0.016723926816264917, + -0.008892225590617149, + -0.008508028006396103, + -0.004554644798399636, + 0.0002488341287307118, + -0.014038076854764218, + 0.0028520603943621176, + 0.0008038332642066601, + 0.002791597607881187, + -0.00160992456626965, + -0.0009578257800985885, + 5.388069156555676e-05, + 0.010160649535196326, + 0.012398836639225969, + 5.7993960568914834e-05, + -0.003970593522402191, + 0.0032774340103030072, + -0.010958108650600418, + 0.003209088104681389, + 0.008421007164421582, + 0.007349537331987826, + 0.008767308745328259, + -0.0032300263189079456, + -0.0018860788679084654, + -0.009485176801493057, + -0.0028463511753280563, + 0.0013060429865429904, + -0.0015533507016145245, + 0.012107637870801016 + ] + ], + "std": [ + [ + 1.0053784970608792, + 1.0086117051709853, + 1.0174407281192794, + 1.0328236445577126, + 1.0555647249928823, + 1.1828794778966805, + 1.0020910755122447, + 1.0000565113338769, + 0.9890321160451245, + 1.0150152665488792, + 0.9899360205182285, + 1.0509979377431884, + 1.0058247313452429, + 0.9943794278675755, + 0.9914355031605685, + 0.98735263698585, + 0.9895129572809503, + 0.9832660190727348, + 1.0002454573596118, + 1.005345164132691, + 1.0022702027544366, + 1.0038695389702308, + 0.9884994910041733, + 1.0323210247180712, + 0.9997460580413666, + 1.0089872644160143, + 1.0235001251776934, + 0.9984386209085483, + 0.9823324227005963, + 1.0494438702787408, + 0.9933592013054958, + 1.0038908920524567, + 1.013697656799958, + 1.0183153010542547, + 1.0567215054144603, + 0.8880868673858706, + 1.0011297314158905, + 0.9952887406369397, + 0.9967427026967423, + 1.006175884588394, + 0.991937713430211, + 1.1100304287997806 + ] + ] + }, + "width": 128, + "in_features": 42, + "out_features": 2, + "depth": 4, + "padding": 84, + "parameters": 55302, + "cert_evals": { + "36": 0.7287470698356628, + "72": 0.5987114906311035, + "108": 0.46403536200523376, + "255": 0.0601796992123127 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/connect-4/fold_3/result.json b/UCI_N4/ldlt/runs/connect-4/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..5d579998813948ad6c824f2db1cbd194cfb4e93c --- /dev/null +++ b/UCI_N4/ldlt/runs/connect-4/fold_3/result.json @@ -0,0 +1,114 @@ +{ + "best_epoch": 24, + "best_val_acc": 0.8241571913026132, + "test_acc": 0.8194232567294917, + "train_size": 16889, + "val_size": 10026, + "test_size": 40642, + "stats": { + "mean": [ + [ + 0.0255017919592495, + 0.022711381550094376, + 0.022287194327654584, + 0.02371314346613092, + 0.02809891444136949, + 0.011617169660734934, + -0.003762045615482179, + -0.0006222379063383423, + -0.0011956524365063191, + 0.008375274142948436, + -0.0028795755225458197, + 0.004949219420934186, + -0.03286969234417018, + -0.016504218603819, + -0.0016998223695865533, + -0.0031247556989696936, + -0.011519434898461321, + 0.0002488323820318791, + -0.012126160814738062, + -0.0071686163775022144, + 0.0038903055242530825, + 0.0026388575403812784, + 0.004066158683185444, + -0.0015970711824220074, + -0.004837915684773933, + -0.005745571910715695, + -0.003762464740373103, + -0.006138376635676964, + 0.001325493137553573, + 0.008520567025875392, + -0.0066514068920593425, + -0.003064876132393696, + 0.005525119900522458, + 0.009504424891937585, + 0.011849736177385477, + 0.008400017940669543, + -0.0067909446385286945, + -0.00818136082659884, + 0.004646044170746594, + 0.012444457339079356, + -0.0015533672804591957, + 0.00446103881223969 + ] + ], + "std": [ + [ + 1.0045809901782567, + 1.011044061995358, + 1.0172043141389446, + 1.0411444793879623, + 1.0848038904253097, + 1.0532589212327128, + 1.001732294856909, + 0.9979736375563433, + 0.9960552361012427, + 1.01505820099451, + 0.9927946698994767, + 1.0430998783719132, + 1.0035374294499668, + 0.9954329781752278, + 0.9998036225568965, + 0.9986000648188756, + 0.968307334521185, + 1.0041135888200137, + 1.0020709200665507, + 0.9957946771192316, + 1.0066983742054452, + 0.9982009085917064, + 1.0079501138389146, + 1.0086913740499897, + 0.9975519054988539, + 0.9949781645083238, + 0.9908446185534602, + 0.980252534332932, + 1.0196582337505167, + 1.129171084329408, + 0.9975018305111572, + 0.9962923547954192, + 1.0083259241822573, + 1.0245524736842544, + 1.0587730123334396, + 1.1257342158603454, + 1.000888709096108, + 0.9958781134180874, + 1.0074167017832345, + 1.03159906035601, + 0.975850670238492, + 1.1586868157131331 + ] + ] + }, + "width": 128, + "in_features": 42, + "out_features": 2, + "depth": 4, + "padding": 84, + "parameters": 55302, + "cert_evals": { + "36": 0.7104964852333069, + "72": 0.5784164071083069, + "108": 0.44134145975112915, + "255": 0.053442250937223434 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/contrac/fold_0/result.json b/UCI_N4/ldlt/runs/contrac/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..ecb2e19522b9f3e8204c9d35afd593d35c9f1ce3 --- /dev/null +++ b/UCI_N4/ldlt/runs/contrac/fold_0/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 45, + "best_val_acc": 0.5545023696682464, + "test_acc": 0.5022371364653244, + "train_size": 368, + "val_size": 211, + "test_size": 894, + "stats": { + "mean": [ + [ + 0.04983602472826088, + -0.03683848315217381, + -0.030433624999999895, + 0.04126441032608701, + 0.0759277635869569, + 0.038788576086956336, + -0.05566297010869535, + 0.0662070706521741, + 0.049484739130435086 + ] + ], + "std": [ + [ + 1.0349771394866476, + 1.0203618187773704, + 1.0773888859130338, + 0.9920452760418988, + 0.9188135203134653, + 0.9763026632803047, + 0.9941427090552807, + 0.9825316131926941, + 1.0760483787682442 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 3, + "depth": 4, + "padding": 18, + "parameters": 3591, + "cert_evals": { + "36": 0.3445190191268921, + "72": 0.20357942581176758, + "108": 0.11856823414564133, + "255": 0.017897091805934906 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/contrac/fold_1/result.json b/UCI_N4/ldlt/runs/contrac/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..b81d26369ac2d7fef002f53eb02684c14639f553 --- /dev/null +++ b/UCI_N4/ldlt/runs/contrac/fold_1/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 25, + "best_val_acc": 0.5523809523809524, + "test_acc": 0.4782122905027933, + "train_size": 368, + "val_size": 210, + "test_size": 895, + "stats": { + "mean": [ + [ + -0.029433755434782626, + -0.071642726902174, + -0.09035044293478262, + 0.020525774456521734, + 0.007337516304348054, + 0.03878857608695629, + 0.035455372282608796, + -0.03957563858695622, + 0.049484739130434774 + ] + ], + "std": [ + [ + 1.034137512591575, + 1.0184105128981196, + 1.0653920839838686, + 1.048083233025277, + 0.9923881347533616, + 0.9763026632803046, + 0.9969044818106321, + 1.048729739192908, + 1.0760483787682442 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 3, + "depth": 4, + "padding": 18, + "parameters": 3591, + "cert_evals": { + "36": 0.3530726134777069, + "72": 0.24357540905475616, + "108": 0.14748603105545044, + "255": 0.015642456710338593 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/contrac/fold_2/result.json b/UCI_N4/ldlt/runs/contrac/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..2f22d40089d11494fb1ffa576edfc67595428ce7 --- /dev/null +++ b/UCI_N4/ldlt/runs/contrac/fold_2/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 17, + "best_val_acc": 0.5362903225806451, + "test_acc": 0.4912485414235706, + "train_size": 368, + "val_size": 248, + "test_size": 857, + "stats": { + "mean": [ + [ + -0.0224978108695652, + 0.0756058451086956, + 0.07941412771739106, + 0.040112260869565215, + -0.03076817663043453, + -0.09286419021739152, + -0.046236899456521284, + 0.002180663043478335, + -0.06466629619565217 + ] + ], + "std": [ + [ + 1.0160308953617057, + 0.95882526146548, + 0.9253350657327032, + 1.0559034595300474, + 1.0290230539377072, + 1.0476659682160625, + 0.9462830856884548, + 0.9600526966125309, + 0.8858527840526336 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 3, + "depth": 4, + "padding": 18, + "parameters": 3591, + "cert_evals": { + "36": 0.31271877884864807, + "72": 0.19253209233283997, + "108": 0.11085180938243866, + "255": 0.0035005835816264153 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/credit-approval/fold_0/result.json b/UCI_N4/ldlt/runs/credit-approval/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..e082041dfef11e4b1ea2321447b89a38e5b5eb47 --- /dev/null +++ b/UCI_N4/ldlt/runs/credit-approval/fold_0/result.json @@ -0,0 +1,60 @@ +{ + "best_epoch": 47, + "best_val_acc": 0.87, + "test_acc": 0.868421052631579, + "train_size": 172, + "val_size": 100, + "test_size": 418, + "stats": { + "mean": [ + [ + 0.04231717441860458, + -0.04319939244186043, + 0.01132773546511633, + 0.10497429069767436, + 0.1039714651162791, + -0.016887567441860464, + 0.12197747790697662, + 0.056721959767441876, + 0.023127069767441777, + 0.01803883720930219, + 0.02175907906976748, + -0.014331000000000156, + 0.026975616279069855, + -0.07794171941860471, + 0.08645942000000016 + ] + ], + "std": [ + [ + 0.9668001544731439, + 0.9828833679832603, + 1.0033612624654744, + 1.0683622008830216, + 1.0656041538091992, + 1.0007415139821727, + 1.1272056598607636, + 1.0528268054248064, + 1.0000784525981627, + 0.9964680315230805, + 0.9149454309542941, + 1.0003809007273163, + 1.0289037612452905, + 0.9424723282553955, + 1.5519077166103805 + ] + ] + }, + "width": 64, + "in_features": 15, + "out_features": 2, + "depth": 4, + "padding": 30, + "parameters": 13638, + "cert_evals": { + "36": 0.7990430593490601, + "72": 0.7344497442245483, + "108": 0.6507176756858826, + "255": 0.13875597715377808 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/credit-approval/fold_1/result.json b/UCI_N4/ldlt/runs/credit-approval/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..45fa5918f3e7cc4755bb0aa11c3c0c9fe869f9d4 --- /dev/null +++ b/UCI_N4/ldlt/runs/credit-approval/fold_1/result.json @@ -0,0 +1,60 @@ +{ + "best_epoch": 56, + "best_val_acc": 0.8817204301075269, + "test_acc": 0.8329411764705882, + "train_size": 172, + "val_size": 93, + "test_size": 425, + "stats": { + "mean": [ + [ + -0.05893763953488379, + -0.09494667732558137, + 0.10661604441860463, + 0.0016465697674418215, + -0.0016443023255812898, + -0.03715416976744184, + 0.019046397674418694, + 0.12816041290697705, + 0.04639099999999992, + 0.006295348837209058, + -0.02008573604651146, + -0.13093850000000004, + 0.006132180232558206, + -0.012206166162790686, + 0.10673194959302351 + ] + ], + "std": [ + [ + 1.0212712368033299, + 1.002227255518295, + 1.0267015215317181, + 1.0197891663144403, + 1.0132886907601226, + 0.9740103182437764, + 0.9462774495372472, + 1.135180114956504, + 1.0003490000000002, + 0.9983346607548056, + 0.9387238466077318, + 1.0017391917815985, + 0.9989094608428061, + 0.9604377028423987, + 1.6924318356475039 + ] + ] + }, + "width": 64, + "in_features": 15, + "out_features": 2, + "depth": 4, + "padding": 30, + "parameters": 13638, + "cert_evals": { + "36": 0.7741175889968872, + "72": 0.7129411697387695, + "108": 0.677647054195404, + "255": 0.09176470339298248 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/credit-approval/fold_2/result.json b/UCI_N4/ldlt/runs/credit-approval/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..bc9b06ccacb2c94986a6d14f505d360339766f89 --- /dev/null +++ b/UCI_N4/ldlt/runs/credit-approval/fold_2/result.json @@ -0,0 +1,60 @@ +{ + "best_epoch": 6, + "best_val_acc": 0.8598130841121495, + "test_acc": 0.8369829683698297, + "train_size": 172, + "val_size": 107, + "test_size": 411, + "stats": { + "mean": [ + [ + -0.09690819767441845, + -0.07829492377906978, + 0.14346898139534883, + 0.008104488372092981, + 0.011557720930232681, + 0.0203769784883721, + -0.058847231395348816, + -0.004431645348837212, + 0.01149510465116271, + -0.02893511627906998, + -0.018890154651162814, + -0.07263475000000007, + -0.0563980755813953, + -0.0557846427906977, + -0.04536849656976747 + ] + ], + "std": [ + [ + 1.0400780435620642, + 0.9163334239629656, + 1.1299454947101701, + 0.9838838771477533, + 0.9907637201902963, + 1.0059394076223003, + 0.9122317175379675, + 0.9398719190475693, + 0.9997401653873875, + 1.0030891544052551, + 0.8392167415058691, + 1.0027567026500943, + 0.9205981575020528, + 0.8548997051032522, + 0.5350874335618861 + ] + ] + }, + "width": 64, + "in_features": 15, + "out_features": 2, + "depth": 4, + "padding": 30, + "parameters": 13638, + "cert_evals": { + "36": 0.7055960893630981, + "72": 0.4939172565937042, + "108": 0.25790753960609436, + "255": 0.009732360020279884 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/cylinder-bands/fold_0/result.json b/UCI_N4/ldlt/runs/cylinder-bands/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..1eb2432f413a0328f7663fb195d97628881d5415 --- /dev/null +++ b/UCI_N4/ldlt/runs/cylinder-bands/fold_0/result.json @@ -0,0 +1,100 @@ +{ + "best_epoch": 12, + "best_val_acc": 0.7439024390243902, + "test_acc": 0.7218543046357616, + "train_size": 128, + "val_size": 82, + "test_size": 302, + "stats": { + "mean": [ + [ + -0.018113468749999997, + -0.09801495312499989, + -0.09835764843749996, + 0.015201562499999939, + -0.08460044531249963, + -0.05902956249999998, + -0.02159560937500003, + -0.10518925781250046, + 0.03565878125000016, + 0.03781927343750002, + -0.0029206640624998936, + -0.005388015624999963, + -0.007189643749999884, + -0.11441540624999999, + 0.02687471875000009, + -0.08272973437500022, + 0.014233650781250131, + -0.040908945312500035, + -0.20346299999999978, + 0.09558365781249996, + -0.12876496562500006, + -0.05027554687499996, + 0.03137399609374995, + -0.07727224921875003, + -0.112076146875, + 0.04986750409374999, + 0.0467316294531248, + 0.08485301562499976, + -0.07968368828125014, + -0.0404871031249999, + 0.026726734374999978, + 0.04898852562499999, + 0.07183878906250019, + 0.01963753046874992, + 0.07539527343749987 + ] + ], + "std": [ + [ + 1.009708113595319, + 0.6915256837343526, + 1.1851115463631896, + 1.1075149207516606, + 0.6356019715752345, + 0.9895598820491779, + 1.036117446187858, + 0.47416953322612243, + 0.9128570390625407, + 0.9754439041131451, + 0.9772769577736968, + 0.9965990540260843, + 1.0049338980010496, + 1.0152930221805465, + 1.0110105352731478, + 0.9779734187172597, + 0.946783796715577, + 0.9180378675297654, + 0.9791387337832046, + 1.3026657902081404, + 1.1587041225508155, + 1.0035768471185391, + 1.0872637801794474, + 0.8506413201552353, + 1.0909742588199165, + 0.9223170655454694, + 0.925140911301162, + 1.2060797979297548, + 0.10884702615305564, + 1.0969927491363656, + 1.0397512419029202, + 0.9385559077709305, + 0.7908440559763066, + 0.8086858742098973, + 0.23360368046727112 + ] + ] + }, + "width": 128, + "in_features": 35, + "out_features": 2, + "depth": 4, + "padding": 70, + "parameters": 54406, + "cert_evals": { + "36": 0.5794702172279358, + "72": 0.41059601306915283, + "108": 0.33112582564353943, + "255": 0.06953642517328262 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/cylinder-bands/fold_2/result.json b/UCI_N4/ldlt/runs/cylinder-bands/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..52ad910f2285da0d96800466af707964f80326ec --- /dev/null +++ b/UCI_N4/ldlt/runs/cylinder-bands/fold_2/result.json @@ -0,0 +1,100 @@ +{ + "best_epoch": 20, + "best_val_acc": 0.6533333333333333, + "test_acc": 0.7152103559870551, + "train_size": 128, + "val_size": 75, + "test_size": 309, + "stats": { + "mean": [ + [ + -0.018113499999999876, + -0.010890906250000026, + 0.004276054687499921, + -0.04560409375000058, + -0.02819989062499964, + 0.003934625000000143, + 0.10796916406250016, + 0.02103777343750001, + -0.02139478124999982, + 0.02002204687499978, + -0.008763656249999825, + -0.04131476562499997, + 0.057528609375000095, + -0.11441537500000004, + -0.051960625, + 0.09099853124999963, + 0.025328648437500097, + 0.06508276609375009, + -0.0463809687499999, + 0.05531756718749999, + 0.048115672656250004, + -0.044416265624999944, + -0.006333254687500049, + 0.07249342484374995, + 0.017864971093750025, + -0.032888132281249996, + -0.005630188515625072, + -0.08849829687500009, + 0.1810991601562506, + -0.03171481484375, + -0.03763525000000013, + 0.012247269375000123, + -0.010699218749999687, + -0.04182582187500004, + 0.0392055468749999 + ] + ], + "std": [ + [ + 1.0014570356459378, + 0.9701723266723137, + 0.976668923366092, + 0.8848220008281984, + 0.8953310490553396, + 0.9995254897694512, + 1.0022604928841146, + 1.1538252271496559, + 1.0317076974392008, + 0.9849764181760653, + 0.9644949026944296, + 0.9682202506697574, + 1.0200144373065265, + 1.024650754456481, + 0.991180532876508, + 1.0231518076189408, + 0.9417295162218619, + 1.1518106310277838, + 1.0373234489917649, + 1.1369455371092343, + 0.9154717541032745, + 1.1226380377592042, + 1.0778851186420637, + 0.9942494651921334, + 0.9650868598248783, + 0.991851813013072, + 0.9883223822673011, + 0.8159153965212675, + 1.7818000158367098, + 0.9958958318550638, + 0.8529177390193199, + 0.9950922963006184, + 1.0386479794315284, + 1.046608837125399, + 0.3263770311133624 + ] + ] + }, + "width": 128, + "in_features": 35, + "out_features": 2, + "depth": 4, + "padding": 70, + "parameters": 54406, + "cert_evals": { + "36": 0.6375404596328735, + "72": 0.5275080800056458, + "108": 0.4207119941711426, + "255": 0.1456310749053955 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/dermatology/fold_3/result.json b/UCI_N4/ldlt/runs/dermatology/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..675491754152aa21e719503cf320b3b7a35b7383 --- /dev/null +++ b/UCI_N4/ldlt/runs/dermatology/fold_3/result.json @@ -0,0 +1,98 @@ +{ + "best_epoch": 12, + "best_val_acc": 0.9807692307692307, + "test_acc": 0.9551569506726457, + "train_size": 91, + "val_size": 52, + "test_size": 223, + "stats": { + "mean": [ + [ + -0.05316160439560428, + 0.07280001098901108, + 0.00029673626373637353, + -0.012712835164835188, + 0.028039912087912074, + -0.05482258241758234, + 0.01604945054945059, + 0.009070153846153903, + 0.011820373626373679, + -0.0029178351648351595, + -0.14689076923076905, + -0.02271290109890109, + -0.04484103296703295, + 0.0036813406593406033, + 0.08266931868131823, + 0.054073769230769106, + -0.000336973626373744, + 0.02922736263736266, + 0.043652076923076925, + 0.03724537362637369, + -0.0024020659340658864, + 0.03521959340659338, + 0.0024179780219780282, + 0.056870879120879105, + 0.015482648351648276, + 0.00930285714285733, + 0.017010725274725344, + 0.002204784615384724, + -0.014655186813186854, + 0.0622580769230768, + 0.012532483516483228, + 0.06330681318681318, + -0.004697549450549487, + 0.015909242857142816 + ] + ], + "std": [ + [ + 0.9579387151851927, + 0.9666344534450786, + 0.9971916717551561, + 1.0285803186606315, + 0.9689331448788322, + 0.9145691771687489, + 0.8846614143098532, + 1.0173836013652253, + 0.9964001763067949, + 0.9871125181905619, + 0.8027509230903981, + 0.9299285829647791, + 0.9412251138507224, + 0.9834698643403745, + 1.1391943175030825, + 0.9785493379039759, + 1.017445012936306, + 0.9645207385980711, + 0.9428629894457031, + 1.0449962571399996, + 0.9921708037991144, + 1.033514126697011, + 1.048535468132942, + 1.0684193315579842, + 1.002284914580432, + 0.9595830510736266, + 1.022106722284823, + 1.0153293741790863, + 0.9598175741851003, + 1.1500085669506441, + 1.0435622629094696, + 0.949962818915988, + 1.0144124428718615, + 1.013968145011949 + ] + ] + }, + "width": 128, + "in_features": 34, + "out_features": 6, + "depth": 4, + "padding": 68, + "parameters": 54794, + "cert_evals": { + "36": 0.9147982597351074, + "72": 0.8520179986953735, + "108": 0.7623319029808044, + "255": 0.43946191668510437 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/ecoli/fold_1/result.json b/UCI_N4/ldlt/runs/ecoli/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..b57437aaaa7beef054072541af79d4251a89b5e4 --- /dev/null +++ b/UCI_N4/ldlt/runs/ecoli/fold_1/result.json @@ -0,0 +1,44 @@ +{ + "best_epoch": 31, + "best_val_acc": 0.8771929824561403, + "test_acc": 0.8051282051282052, + "train_size": 84, + "val_size": 57, + "test_size": 195, + "stats": { + "mean": [ + [ + 0.05841213633333324, + 0.009642500000000023, + -0.1049293571428573, + -0.05455450000000004, + -0.13059923814285718, + -0.04276377619047619, + -0.11014530833333327 + ] + ], + "std": [ + [ + 1.0146171837993285, + 1.0844043612606449, + 0.6372989064356027, + 1.0, + 1.1282134026013562, + 0.9791745837868009, + 1.0002488772478277 + ] + ] + }, + "width": 32, + "in_features": 7, + "out_features": 8, + "depth": 4, + "padding": 14, + "parameters": 3692, + "cert_evals": { + "36": 0.5897436141967773, + "72": 0.40512821078300476, + "108": 0.1846153885126114, + "255": 0.015384616330265999 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/thyroid/fold_2/result.json b/UCI_N4/ldlt/runs/thyroid/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..f9c3d4a77a4c7b7418767734185614098bede92f --- /dev/null +++ b/UCI_N4/ldlt/runs/thyroid/fold_2/result.json @@ -0,0 +1,72 @@ +{ + "best_epoch": 31, + "best_val_acc": 0.8827930174563591, + "test_acc": 0.8962962962962963, + "train_size": 3428, + "val_size": 802, + "test_size": 2970, + "stats": { + "mean": [ + [ + 2.1796966167956114e-07, + -8.751458590497311e-08, + 3.876896143196366e-07, + -4.066511084792401e-07, + -2.217036219565563e-08, + -6.01225204592932e-07, + -3.491831976714682e-07, + 1.7327888073170088e-07, + -1.2952158793330312e-07, + 3.471411895625862e-07, + 2.2170361729813757e-07, + -8.051341829072995e-08, + -2.386231042215566e-07, + -9.655775979550964e-08, + 0.0, + -1.1260210272149139e-07, + 3.3932322032535964e-08, + -3.3576429478599215e-08, + 2.5419486573375144e-07, + -5.215869288406012e-08, + 1.4458576431177031e-07 + ] + ], + "std": [ + [ + 0.9998541758225387, + 0.9998532681152404, + 0.9998556205991698, + 0.9998539274386128, + 0.999854696658317, + 0.9998534548382348, + 0.9998502394347666, + 0.999853857874386, + 0.9998538109684775, + 0.9998551002843616, + 0.9998536686664701, + 0.9998545576369466, + 0.9998513717555766, + 0.9998546597440786, + 1.0, + 0.9998533945369356, + 0.9998545375243406, + 0.9998541828261739, + 0.9998546087571518, + 0.999854053898975, + 0.999854213852071 + ] + ] + }, + "width": 64, + "in_features": 21, + "out_features": 3, + "depth": 4, + "padding": 42, + "parameters": 14087, + "cert_evals": { + "36": 0.8185184597969055, + "72": 0.7043770551681519, + "108": 0.5922558903694153, + "255": 0.2713804543018341 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/titanic/fold_3/result.json b/UCI_N4/ldlt/runs/titanic/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..46775c200592a482fe236f9c6e5680534ef634f8 --- /dev/null +++ b/UCI_N4/ldlt/runs/titanic/fold_3/result.json @@ -0,0 +1,36 @@ +{ + "best_epoch": 7, + "best_val_acc": 0.7667638483965015, + "test_acc": 0.7714067278287462, + "train_size": 550, + "val_size": 343, + "test_size": 1308, + "stats": { + "mean": [ + [ + 0.0077128369090957785, + -0.027126654545454543, + -0.0290679963636369 + ] + ], + "std": [ + [ + 1.026123748181085, + 0.9413765013907113, + 1.0194745387594568 + ] + ] + }, + "width": 32, + "in_features": 3, + "out_features": 2, + "depth": 4, + "padding": 10, + "parameters": 3366, + "cert_evals": { + "36": 0.7224770784378052, + "72": 0.6605504751205444, + "108": 0.6605504751205444, + "255": 0.07568807899951935 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/trains/fold_3/result.json b/UCI_N4/ldlt/runs/trains/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..c5d1976185fcd8764eb5471a4bf45501c7b4f02a --- /dev/null +++ b/UCI_N4/ldlt/runs/trains/fold_3/result.json @@ -0,0 +1,88 @@ +{ + "best_epoch": 1, + "best_val_acc": 1.0, + "test_acc": 0.6666666666666666, + "train_size": 2, + "val_size": 2, + "test_size": 6, + "stats": { + "mean": [ + [ + -0.61237, + 0.24293300000000004, + 1.264911, + -0.41404050000000003, + -1.1117685, + -0.474342, + 0.7385470000000001, + 1.264911, + -0.41404050000000003, + -0.32255999999999996, + -0.316228, + -1.370319, + -0.5111665000000001, + -0.11420999999999992, + -0.7115125, + -0.29632100000000006, + -0.5977899999999999, + -0.621059, + -0.621059, + -0.619234, + -0.621059, + -0.514496, + -0.621059, + 0.19365149999999998, + 1.1619, + -0.474342, + -0.316228, + -0.621059, + -0.316228 + ] + ], + "std": [ + [ + 0.61237, + 0.607332, + 1.581139, + 1.0350995, + 0.13558149999999997, + 1.0, + 0.3692730000000001, + 1.581139, + 1.0350995, + 1.45153, + 1.0, + 1.0540910000000001, + 0.8519435000000001, + 1.14208, + 0.16940750000000004, + 0.740799, + 0.33210599999999996, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9682485, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0 + ] + ] + }, + "width": 128, + "in_features": 29, + "out_features": 2, + "depth": 4, + "padding": 58, + "parameters": 53638, + "cert_evals": { + "36": 0.0, + "72": 0.0, + "108": 0.0, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/twonorm/fold_0/result.json b/UCI_N4/ldlt/runs/twonorm/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..2fe05bcad47c9a8542b8a69afa6c9b55e8f52bea --- /dev/null +++ b/UCI_N4/ldlt/runs/twonorm/fold_0/result.json @@ -0,0 +1,70 @@ +{ + "best_epoch": 23, + "best_val_acc": 0.9770431588613406, + "test_acc": 0.9762385115444967, + "train_size": 1850, + "val_size": 1089, + "test_size": 4461, + "stats": { + "mean": [ + [ + -0.014544049503783818, + -0.003368689291891876, + 0.016772092459459455, + 0.0019175647345946178, + -0.02506532699859457, + 0.0038982543675675696, + 0.019339146565999932, + -0.009895024481081047, + 0.006385932609729719, + -0.0014487788735135277, + -0.02301627440935135, + -0.005151859209189199, + 0.008102996605405427, + -0.0044304854756756626, + 0.0017575496378378407, + -0.009554797715135191, + 0.026529897787837913, + 0.02922682911891893, + -0.01169157914054059, + -0.004898149291891907 + ] + ], + "std": [ + [ + 1.008740635111714, + 1.0057995039659557, + 0.9837382170327289, + 1.0009348723588565, + 0.9894373169495185, + 0.9855025922172592, + 1.0016273845342372, + 1.0019232777130362, + 1.0102983788423001, + 0.989126863772442, + 1.014473431822349, + 0.9873937513386905, + 1.0120815536633763, + 1.0026507637547364, + 0.9944344640609678, + 1.0009003980137419, + 1.017029495884869, + 0.9934459224888799, + 1.005170519855988, + 1.0182286286784454 + ] + ] + }, + "width": 64, + "in_features": 20, + "out_features": 2, + "depth": 4, + "padding": 40, + "parameters": 13958, + "cert_evals": { + "36": 0.96346116065979, + "72": 0.9482179284095764, + "108": 0.9284914135932922, + "255": 0.7921990752220154 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/twonorm/fold_2/result.json b/UCI_N4/ldlt/runs/twonorm/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..71f87c22d04c89e9a320ce8c7b1554dde6009193 --- /dev/null +++ b/UCI_N4/ldlt/runs/twonorm/fold_2/result.json @@ -0,0 +1,70 @@ +{ + "best_epoch": 26, + "best_val_acc": 0.9767441860465116, + "test_acc": 0.9799187725631769, + "train_size": 1850, + "val_size": 1118, + "test_size": 4432, + "stats": { + "mean": [ + [ + 0.003976000881081077, + 0.010715774432432398, + -0.017786920248648645, + 0.0036804860497297266, + 0.002183984135675682, + 0.01946380120540544, + -0.009359299564702704, + -0.02816081002594586, + 0.031211165720540515, + 0.0197382945891892, + 0.004506140226864866, + -0.01331618493945946, + 0.014995027385405353, + -0.001854380632432439, + -0.01958510810810805, + -0.00386884019891889, + -0.017393956009891888, + -0.0021528696070270597, + 0.005169307811351341, + 0.0024582379264864846 + ] + ], + "std": [ + [ + 1.009760000740286, + 1.0090347482418227, + 1.0148186512036792, + 1.0060022323323823, + 0.9990626780886653, + 0.9896872166496508, + 0.9763805914536888, + 0.9957691924612021, + 0.9906698247495431, + 1.0035665264537232, + 0.9947437173054162, + 1.0004339807413987, + 0.9823451342038293, + 1.0178129069401878, + 1.020030588883728, + 1.0098245678900148, + 0.9925509761821191, + 0.984129704899966, + 1.021860274128779, + 1.0179863343134843 + ] + ] + }, + "width": 64, + "in_features": 20, + "out_features": 2, + "depth": 4, + "padding": 40, + "parameters": 13958, + "cert_evals": { + "36": 0.9690884351730347, + "72": 0.9508122801780701, + "108": 0.9332129955291748, + "255": 0.7962545156478882 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/vertebral-column-2clases/fold_2/result.json b/UCI_N4/ldlt/runs/vertebral-column-2clases/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..ae57387bdfd2b32b05435aa8e4de01f0fe1d25e2 --- /dev/null +++ b/UCI_N4/ldlt/runs/vertebral-column-2clases/fold_2/result.json @@ -0,0 +1,42 @@ +{ + "best_epoch": 20, + "best_val_acc": 0.8823529411764706, + "test_acc": 0.7857142857142857, + "train_size": 77, + "val_size": 51, + "test_size": 182, + "stats": { + "mean": [ + [ + -0.08900769350649353, + 0.022068336363636327, + -0.17777378870129867, + -0.13070269816883123, + -0.08019039701298694, + 0.034270005844155946 + ] + ], + "std": [ + [ + 1.1891598679346718, + 1.0629718968025748, + 0.9683921685715591, + 1.1934548554540982, + 1.0519483392859137, + 1.4108241281173226 + ] + ] + }, + "width": 32, + "in_features": 6, + "out_features": 2, + "depth": 4, + "padding": 12, + "parameters": 3462, + "cert_evals": { + "36": 0.6263736486434937, + "72": 0.4175824224948883, + "108": 0.26923078298568726, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/vertebral-column-3clases/fold_1/result.json b/UCI_N4/ldlt/runs/vertebral-column-3clases/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..7764afe4cfbc7e0e61204ebbbc2182f54e8c0527 --- /dev/null +++ b/UCI_N4/ldlt/runs/vertebral-column-3clases/fold_1/result.json @@ -0,0 +1,42 @@ +{ + "best_epoch": 21, + "best_val_acc": 0.6851851851851852, + "test_acc": 0.7094972067039106, + "train_size": 77, + "val_size": 54, + "test_size": 179, + "stats": { + "mean": [ + [ + -0.049201149350649384, + -0.06358896883116881, + -0.11700971038961039, + -0.01579821818181819, + -6.0709350649427305e-05, + 0.0891967623376624 + ] + ], + "std": [ + [ + 1.093043067173537, + 1.0341900281252163, + 0.948390256340442, + 1.1192974642236186, + 1.0160280673716198, + 1.4089004707085644 + ] + ] + }, + "width": 32, + "in_features": 6, + "out_features": 3, + "depth": 4, + "padding": 12, + "parameters": 3495, + "cert_evals": { + "36": 0.5251396298408508, + "72": 0.21229049563407898, + "108": 0.044692736119031906, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/wall-following/fold_1/result.json b/UCI_N4/ldlt/runs/wall-following/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..9cab0a53bb8efeb18854c6f1a6380955d1a538a2 --- /dev/null +++ b/UCI_N4/ldlt/runs/wall-following/fold_1/result.json @@ -0,0 +1,78 @@ +{ + "best_epoch": 19, + "best_val_acc": 0.7647058823529411, + "test_acc": 0.7631339204372912, + "train_size": 1364, + "val_size": 799, + "test_size": 3293, + "stats": { + "mean": [ + [ + -0.02975309696847506, + 0.005558309164222893, + 0.004718745812316816, + -0.020307799296187545, + -0.007320344633431353, + -0.028494500266862125, + -0.024019284164222755, + 0.009570253951612977, + 0.01097609736070351, + -0.00032918113929638346, + 0.032141068781524784, + 0.02072696681818175, + 0.02201199852639303, + 0.02843859972873922, + -0.010288174340176055, + -0.0025629487653958533, + 0.014673984588709695, + -0.0024179095725806485, + 0.011989980659823955, + 0.014437480175952963, + 0.010780398057038091, + -0.02107569172287382, + 0.018757813350439904, + -0.03195081329985328 + ] + ], + "std": [ + [ + 0.945216136192205, + 0.9992147601024853, + 1.0013950133535414, + 1.0070090886620435, + 1.0100405651888793, + 1.0035220275618202, + 1.0076868559644707, + 1.0146043586860587, + 1.0036702207634716, + 1.0020409725295103, + 1.0195319569843622, + 1.018330702441904, + 1.0188371291097438, + 1.0099651693219551, + 0.9929137513000473, + 0.9893773454929811, + 1.0312952518146736, + 0.9850531254011928, + 0.9991545369015657, + 1.024970910904686, + 1.0211398104956508, + 0.9811793320532708, + 1.0213393023608297, + 0.9709259568406406 + ] + ] + }, + "width": 64, + "in_features": 24, + "out_features": 4, + "depth": 4, + "padding": 48, + "parameters": 14344, + "cert_evals": { + "36": 0.6948071718215942, + "72": 0.6043121814727783, + "108": 0.5001518130302429, + "255": 0.1973883956670761 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/wall-following/fold_2/result.json b/UCI_N4/ldlt/runs/wall-following/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..40d4ef42f4034dfb087faf85ff6e477868680a81 --- /dev/null +++ b/UCI_N4/ldlt/runs/wall-following/fold_2/result.json @@ -0,0 +1,78 @@ +{ + "best_epoch": 65, + "best_val_acc": 0.7835909631391201, + "test_acc": 0.7603814211011997, + "train_size": 1364, + "val_size": 841, + "test_size": 3251, + "stats": { + "mean": [ + [ + 0.01872266574486808, + 0.006327694957038103, + -0.07104427478152507, + -0.011521076319648046, + -0.004222936934017776, + -0.012975204868035104, + -0.01602920872434, + 0.018177438951613122, + 0.001741687587976442, + 0.026653914322580085, + 0.006544868966275523, + -0.0006487189816715815, + -0.006107012813782889, + -0.017521736390762342, + -0.02309750486070397, + 0.015360951164222853, + -0.05447749436730212, + 0.011644383885630553, + -0.005685932580645217, + 0.033520921312316744, + 0.015700824787390003, + 0.00464063532258066, + -0.007768450139296197, + -0.01706286590102635 + ] + ], + "std": [ + [ + 1.0075883148093572, + 0.9956149685197124, + 0.9336114810272496, + 1.0053964412297443, + 1.0037906536892414, + 0.9889864422444196, + 0.993232391245941, + 1.0033346943820691, + 1.0019335251023536, + 1.015228028452373, + 1.0184871692443849, + 0.9950347742751352, + 1.001225456339628, + 0.9911991075823401, + 0.9891922963313015, + 1.020897686359133, + 0.9021478154164623, + 1.027059313060404, + 0.9920589942567254, + 1.037458331459377, + 1.0154700216289818, + 1.0017979731537894, + 0.9794245346392066, + 0.9721130758506005 + ] + ] + }, + "width": 64, + "in_features": 24, + "out_features": 4, + "depth": 4, + "padding": 48, + "parameters": 14344, + "cert_evals": { + "36": 0.6917871236801147, + "72": 0.6185789108276367, + "108": 0.5364503264427185, + "255": 0.20086127519607544 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/wall-following/fold_3/result.json b/UCI_N4/ldlt/runs/wall-following/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..c67e12457a4ca4c93e320e77107efd722d86cb2d --- /dev/null +++ b/UCI_N4/ldlt/runs/wall-following/fold_3/result.json @@ -0,0 +1,78 @@ +{ + "best_epoch": 47, + "best_val_acc": 0.7827669902912622, + "test_acc": 0.7778457772337821, + "train_size": 1364, + "val_size": 824, + "test_size": 3268, + "stats": { + "mean": [ + [ + 0.02031997529545452, + -0.033795195992888556, + -0.02352743731011721, + 0.01124182900293254, + -0.01151259605278599, + -0.015031226107038104, + 0.03267076282991228, + 0.0279429813196483, + -0.007205795674486686, + -0.0060127819017595785, + 0.01344909527859221, + 0.01992942824853357, + -0.01951502722360692, + -0.029693211412756465, + -0.009494099098240562, + -0.01795489370381231, + 0.010101200832844593, + -0.0059742676495601315, + -0.017900947921847564, + -0.021026184816715806, + 0.016916847096700823, + -0.0052597014662755836, + 0.032237512456011766, + 0.007093840727272726 + ] + ], + "std": [ + [ + 1.0112945026202158, + 0.970221558754097, + 0.9823204142944053, + 1.0136980604051529, + 0.982757495735732, + 0.9808366104043786, + 1.001324458975229, + 1.0152847209982614, + 0.9908830298302452, + 0.9932341203049162, + 1.0097191496904292, + 1.0252804409457419, + 0.9852042484069533, + 0.992545202932286, + 0.9901306066571973, + 0.9793681779580009, + 0.9956413121371739, + 0.9901468286266072, + 0.9701309779282022, + 0.9725832802282708, + 1.0307338552882614, + 0.991132554001173, + 1.0343162251093825, + 0.9974059438112418 + ] + ] + }, + "width": 64, + "in_features": 24, + "out_features": 4, + "depth": 4, + "padding": 48, + "parameters": 14344, + "cert_evals": { + "36": 0.7135863304138184, + "72": 0.6300489902496338, + "108": 0.5391677021980286, + "255": 0.23102815449237823 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/waveform-noise/fold_0/result.json b/UCI_N4/ldlt/runs/waveform-noise/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..77a0f2ae296775622a6a33641f27e6b0bcdbe5fe --- /dev/null +++ b/UCI_N4/ldlt/runs/waveform-noise/fold_0/result.json @@ -0,0 +1,110 @@ +{ + "best_epoch": 23, + "best_val_acc": 0.8638132295719845, + "test_acc": 0.8445787176905002, + "train_size": 1250, + "val_size": 771, + "test_size": 2979, + "stats": { + "mean": [ + [ + 0.04109552382399996, + -0.007068212280000003, + 0.014182510261599956, + 0.0026211762400000084, + 0.014018176879999957, + 0.02370059650560003, + 0.004374500936000023, + -0.0038294597343999904, + -0.014804110096000014, + 0.00045386584799994817, + -0.010192400336000008, + -0.01903542342399992, + -0.010784385815999982, + -0.005200951027200047, + -0.002328150511999989, + 0.014533825215999989, + 0.007865440576000029, + -0.025042890535999954, + -0.005855280768000005, + 0.010768292656000005, + -0.029557043135999994, + 0.02497473343199999, + 0.0059397922879999695, + 0.02985397081600005, + 0.034868211864000014, + -0.03436343556000003, + 0.022563571339200006, + 0.013530936152000026, + 0.006182852718399999, + 0.02533174106799999, + -0.023453127760000032, + -0.012310209543200052, + 0.023519454263999984, + -0.010153050279999989, + 0.015502481212800007, + 0.010150338703999973, + 0.0053944454240000125, + -0.0034366949536000007, + -0.005722000272000003, + 0.007498833936000044 + ] + ], + "std": [ + [ + 1.0036717936871953, + 1.0115164152393803, + 1.0267935868392655, + 1.0141719003383043, + 1.0034317001981041, + 0.9959239723426369, + 0.9939861987845015, + 1.0288633031133263, + 1.0043429776096469, + 0.9779096908533591, + 1.0249129338514036, + 1.0084484801657798, + 1.0020500717103944, + 1.026928437823279, + 1.009036128138247, + 1.0055555854598206, + 0.9775356004635903, + 1.0198250392925892, + 0.9777825735121067, + 0.9997432850888442, + 1.0057789366361842, + 1.0008832746108618, + 0.9887462327692325, + 0.9949832502604571, + 0.9939865250881332, + 0.9973380026834073, + 0.977390812504474, + 0.998438673003916, + 0.9765375704247188, + 1.0137678154638436, + 0.9930247910455883, + 1.0298745659129236, + 0.9839097409542001, + 0.991922743066992, + 1.0070087822831295, + 0.9876272290873123, + 1.0098641388551413, + 1.0215112956805443, + 1.0133094868761658, + 0.98802284916221 + ] + ] + }, + "width": 128, + "in_features": 40, + "out_features": 3, + "depth": 4, + "padding": 80, + "parameters": 55175, + "cert_evals": { + "36": 0.7774420976638794, + "72": 0.695871114730835, + "108": 0.616649866104126, + "255": 0.25914737582206726 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/waveform-noise/fold_1/result.json b/UCI_N4/ldlt/runs/waveform-noise/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..90a874f8fcae96732bf4b3780f2ad5c06a42163d --- /dev/null +++ b/UCI_N4/ldlt/runs/waveform-noise/fold_1/result.json @@ -0,0 +1,110 @@ +{ + "best_epoch": 42, + "best_val_acc": 0.8696219035202086, + "test_acc": 0.8535031847133758, + "train_size": 1250, + "val_size": 767, + "test_size": 2983, + "stats": { + "mean": [ + [ + 0.044322997631999955, + 0.029345537880000067, + -0.011366358759840026, + -0.0005867047360000063, + -0.006665745688000015, + -0.006024195060800007, + -0.013584043487999992, + -0.024554553948799986, + 0.01623729534400002, + -0.007884222439999988, + 0.0019230570479999735, + -0.02265010408799999, + 0.007417331240000002, + -0.002911046979200009, + 0.020059001183999964, + 0.01574975624800002, + 0.02813207348000001, + 0.004678202063999986, + 0.028763643272000018, + 0.018513851640000002, + 0.0358815304, + 0.028113823255999978, + -0.00718522141599999, + -0.006245005135999949, + 0.011452240719999996, + -0.039296166616000015, + 0.013289260721600025, + -0.003815815991999974, + -0.001233308884800033, + 0.0033645557719999956, + 0.02454588116, + 0.010769942833599997, + 0.008991375496000034, + -0.012577069439999996, + 0.051492131759200026, + 0.009570444000000011, + 0.022488379120000006, + -0.00477033891360003, + -0.009759721552000007, + 0.0046987019359999846 + ] + ], + "std": [ + [ + 0.9680395488640641, + 0.9731934131975439, + 1.0256129853497884, + 1.0016500605542749, + 0.9832741110357304, + 1.0155722609031699, + 1.0177266822426836, + 1.0012352994664209, + 1.0017870547556, + 0.9825996623950224, + 1.0116415424885532, + 1.0008713618877405, + 1.004966285943376, + 0.991554206326663, + 1.0098780435455994, + 1.0036202953348388, + 0.9885930770833588, + 1.000767817574134, + 0.9955550387843519, + 1.0082268705074462, + 0.9951019252067327, + 0.9944184018582543, + 1.0206633343240308, + 1.0149218534426545, + 0.9851575763005246, + 0.9922537027672286, + 1.0164765099719621, + 1.0106305279893444, + 1.006251693120508, + 0.9864167800458236, + 1.0043559273464866, + 0.9969845117753792, + 0.99621846666241, + 1.0281731534980536, + 0.9986967919798584, + 0.9696604033255324, + 0.9966142799032668, + 0.9849892430729312, + 1.0057643181118128, + 1.0029305279401282 + ] + ] + }, + "width": 128, + "in_features": 40, + "out_features": 3, + "depth": 4, + "padding": 80, + "parameters": 55175, + "cert_evals": { + "36": 0.7995306849479675, + "72": 0.7355011701583862, + "108": 0.6580623984336853, + "255": 0.27924907207489014 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/waveform-noise/fold_3/result.json b/UCI_N4/ldlt/runs/waveform-noise/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..ea82a1f0ceba23b2064080535cbea5a3763a05e0 --- /dev/null +++ b/UCI_N4/ldlt/runs/waveform-noise/fold_3/result.json @@ -0,0 +1,110 @@ +{ + "best_epoch": 16, + "best_val_acc": 0.8675496688741722, + "test_acc": 0.8504173622704507, + "train_size": 1250, + "val_size": 755, + "test_size": 2995, + "stats": { + "mean": [ + [ + -0.036278040016000025, + 0.00810417363999999, + 0.0013843179736000206, + -0.0018023679760000122, + -0.005956154304000002, + 0.025961240582400028, + 0.010167898040000027, + 0.01906255140800001, + -0.02535409856000002, + 0.013357130255999999, + -0.007777053167999971, + 0.007395055352000006, + -0.009246732704000024, + 0.000417141663999981, + -0.012846879495999965, + -0.011422848472000015, + -0.02694291900799997, + -0.010714078007999981, + -0.017699573224000033, + 0.006549602159999982, + 0.02394824680000007, + -0.027398905735999915, + -0.006791929848000011, + 0.016008580479999996, + 0.04892266430400006, + 0.035720964879999914, + 0.03039491798320002, + 0.0066352822719999895, + -0.02569047550079999, + 0.01171173369999999, + 0.022736661080000005, + -0.02455200705200002, + 0.03534526224799999, + 0.039964129560000006, + 0.04194475229440003, + 0.012341044367999982, + 0.04449289257600006, + 0.05609793443199992, + 0.037631368336000094, + -0.0013801063520000427 + ] + ], + "std": [ + [ + 0.9967186390712067, + 1.0046232169850224, + 0.9740084152266493, + 0.9826095647211786, + 0.9807015091355339, + 0.9903924974929869, + 0.9994986310830332, + 0.999954070658992, + 1.0016268406564945, + 1.0082593311694388, + 1.0031753015138711, + 1.0033236672468044, + 0.987229114309021, + 1.0132234933998234, + 0.9873167353551544, + 0.983479654201213, + 1.011117373386074, + 1.0372041491820654, + 0.9890339764711912, + 0.9663488793448463, + 1.0078666660648328, + 0.9894244150573558, + 1.0015699231644122, + 1.0021673571075749, + 0.98850640710336, + 1.0232697675089457, + 1.0136787449302005, + 1.0052546165431762, + 0.9928535231583258, + 0.9947831559397796, + 0.9947379135130683, + 0.968921467398204, + 1.0158922450868932, + 0.9723954832645065, + 0.9861131949259808, + 1.0009190287109688, + 0.9931377428957798, + 1.0140326666524644, + 0.9958387641879904, + 0.9761305424003285 + ] + ] + }, + "width": 128, + "in_features": 40, + "out_features": 3, + "depth": 4, + "padding": 80, + "parameters": 55175, + "cert_evals": { + "36": 0.7879799604415894, + "72": 0.716193675994873, + "108": 0.6290484070777893, + "255": 0.27412354946136475 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/waveform/fold_0/result.json b/UCI_N4/ldlt/runs/waveform/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..0137ebaee6edc3225572216d958e5fbddeb51b5d --- /dev/null +++ b/UCI_N4/ldlt/runs/waveform/fold_0/result.json @@ -0,0 +1,72 @@ +{ + "best_epoch": 11, + "best_val_acc": 0.8825857519788918, + "test_acc": 0.8542780748663101, + "train_size": 1250, + "val_size": 758, + "test_size": 2992, + "stats": { + "mean": [ + [ + 0.020179633495999987, + 0.011963990736, + -0.033601846864, + -0.041786463160000016, + -0.03154164217599994, + -0.040098393640000014, + -0.043940430239999995, + -0.03151536300719995, + -0.036418570040000015, + 0.043107926798400066, + 0.03738288511999999, + -0.0024740305919999984, + 0.03243670563199995, + 0.011112976024000014, + 0.03951120671200011, + 0.0219850811552, + 0.028168458383999943, + 0.06235075759679998, + 0.020069774392, + 0.007039422583999985, + -0.02925996517600002 + ] + ], + "std": [ + [ + 0.9901799387654557, + 1.0306402386317552, + 0.9708771794256926, + 0.9608246419787663, + 1.0044852476869415, + 0.9877134023221446, + 0.9749943080882616, + 1.0123255354438774, + 0.986958011185208, + 1.0005937342506195, + 0.9789827068743525, + 1.0033150982759136, + 0.9538985981244916, + 1.006689675325801, + 0.9956488213117433, + 1.001823072865656, + 0.9921420818481883, + 0.9865005595269615, + 1.0350777753049674, + 1.0160784990711804, + 0.9870983405424562 + ] + ] + }, + "width": 64, + "in_features": 21, + "out_features": 3, + "depth": 4, + "padding": 42, + "parameters": 14087, + "cert_evals": { + "36": 0.8034759759902954, + "72": 0.7486631274223328, + "108": 0.6737968325614929, + "255": 0.31951871514320374 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/waveform/fold_1/result.json b/UCI_N4/ldlt/runs/waveform/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..7833a54a2a59bb3d120b853d0fd7f4c674a14a57 --- /dev/null +++ b/UCI_N4/ldlt/runs/waveform/fold_1/result.json @@ -0,0 +1,72 @@ +{ + "best_epoch": 21, + "best_val_acc": 0.8828337874659401, + "test_acc": 0.8677055702917772, + "train_size": 1250, + "val_size": 734, + "test_size": 3016, + "stats": { + "mean": [ + [ + 0.010216515320000044, + -0.04063758078400007, + 0.025120129951999963, + -0.025077058975999964, + 0.003169892232000061, + -0.01685490820000002, + -0.011714589596800004, + -0.03299081049600003, + -0.01699664363999998, + -0.018953863726399994, + -0.010869116344000016, + 0.041914844448000185, + -0.01596277459040001, + 0.012558276106399974, + 0.026120965832000048, + 0.03314989547359999, + 0.03347167229600001, + 0.023257175787200043, + 0.017851450192000014, + -0.004257698511999955, + -0.04945521833600015 + ] + ], + "std": [ + [ + 1.0013552490719653, + 0.9855864106795154, + 0.9729457372221003, + 0.9924096158327768, + 1.0128588967374343, + 1.0016694374565032, + 1.0094886119500357, + 1.0100863354319733, + 1.0019192663797813, + 0.9946338222875807, + 0.999064791075417, + 1.0101141099838185, + 0.9759008425547311, + 1.0113866649689796, + 1.0124143691513183, + 1.0133948233035053, + 1.0110196515539809, + 1.0206255456252598, + 1.0155072750087655, + 0.9949826852691384, + 0.9838169172120375 + ] + ] + }, + "width": 64, + "in_features": 21, + "out_features": 3, + "depth": 4, + "padding": 42, + "parameters": 14087, + "cert_evals": { + "36": 0.8202917575836182, + "72": 0.7549734711647034, + "108": 0.6879973411560059, + "255": 0.354774534702301 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/waveform/fold_2/result.json b/UCI_N4/ldlt/runs/waveform/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..fec5ef31b843d3f5145418aa0412a566157ac852 --- /dev/null +++ b/UCI_N4/ldlt/runs/waveform/fold_2/result.json @@ -0,0 +1,72 @@ +{ + "best_epoch": 25, + "best_val_acc": 0.8783422459893048, + "test_acc": 0.8717521652231845, + "train_size": 1250, + "val_size": 748, + "test_size": 3002, + "stats": { + "mean": [ + [ + 0.007048574136000094, + -0.015209897391999988, + 0.011429607696000007, + -0.03273079147199999, + -0.023185516656000008, + 0.003389837535999984, + 0.0013940158719999971, + -0.00547288197039998, + 0.006071109367999992, + 0.005879158908799994, + 0.032166854647999996, + 0.005692848927999994, + 0.022531058751999993, + 0.009790249777599982, + 0.0040757011359999935, + 0.030061611308799984, + 0.029284791384000003, + 0.02420849601600001, + 0.014083066104000005, + 0.02953013189600018, + -0.004491209880000014 + ] + ], + "std": [ + [ + 0.9996125618988059, + 0.9720078266135495, + 1.0135851933941078, + 1.0319065276512462, + 0.9931170056559575, + 0.9993639751369633, + 0.9853632660237902, + 0.9995807541677071, + 1.0238743231650074, + 0.9969840482557133, + 0.9979292933830571, + 1.0142743499688514, + 1.001427080201001, + 0.9998997970203162, + 1.0142762186668912, + 1.0117340691797234, + 1.0099181268245983, + 1.0006047030346061, + 0.9985746890321932, + 1.0069732844455408, + 1.0040803599543435 + ] + ] + }, + "width": 64, + "in_features": 21, + "out_features": 3, + "depth": 4, + "padding": 42, + "parameters": 14087, + "cert_evals": { + "36": 0.8241173028945923, + "72": 0.7571619153022766, + "108": 0.6812125444412231, + "255": 0.3537641763687134 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/waveform/fold_3/result.json b/UCI_N4/ldlt/runs/waveform/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..ac6101887c6f062b964514e980d0fbbfdeab4a15 --- /dev/null +++ b/UCI_N4/ldlt/runs/waveform/fold_3/result.json @@ -0,0 +1,72 @@ +{ + "best_epoch": 21, + "best_val_acc": 0.8755129958960328, + "test_acc": 0.8665120900960583, + "train_size": 1250, + "val_size": 731, + "test_size": 3019, + "stats": { + "mean": [ + [ + -0.009131498528000003, + -0.0039044835359999803, + 0.07005067444800003, + -0.010843439071999996, + 0.006077575768000002, + -0.013402124615999992, + -0.0034755865247999887, + 0.0036035160240000075, + -0.0006721240640000021, + -0.006537375988799971, + -0.015753593288000012, + 0.013293681728000002, + -0.011138352720000024, + -0.025798392399999908, + 0.0029978399759999904, + 0.017920257033599982, + -0.008153607000000004, + 0.01568651420000006, + -0.051382837735999956, + 0.005123328096000027, + 0.025813726736000034 + ] + ], + "std": [ + [ + 1.0018392101812919, + 1.0020859314875776, + 1.0033561958769905, + 0.9975363296716959, + 0.9849899598871443, + 0.9756730653513883, + 0.993760630561838, + 0.9861757179284345, + 1.0000258312156731, + 1.0000825386418444, + 0.99177201535984, + 1.0234277089306048, + 1.0159176275153121, + 0.9839459155591159, + 0.9943404985027471, + 1.0116349239455822, + 1.0052044277000671, + 0.9841510621883656, + 1.0190638151002673, + 0.9952041186962591, + 1.0328002659610966 + ] + ] + }, + "width": 64, + "in_features": 21, + "out_features": 3, + "depth": 4, + "padding": 42, + "parameters": 14087, + "cert_evals": { + "36": 0.8224577307701111, + "72": 0.7572043538093567, + "108": 0.6922821998596191, + "255": 0.38257700204849243 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/wine-quality-red/fold_0/result.json b/UCI_N4/ldlt/runs/wine-quality-red/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..f3ba03cb00d36ebef18d39c15008f36a0c8d3ba3 --- /dev/null +++ b/UCI_N4/ldlt/runs/wine-quality-red/fold_0/result.json @@ -0,0 +1,52 @@ +{ + "best_epoch": 9, + "best_val_acc": 0.4897119341563786, + "test_acc": 0.4592050209205021, + "train_size": 400, + "val_size": 243, + "test_size": 956, + "stats": { + "mean": [ + [ + -0.02693017225000001, + -0.010865180249999969, + 0.01090508905000014, + 0.028862860500000035, + -0.005716316749999986, + -0.0022627200000000882, + -0.008672537749999942, + 0.0023822675999998814, + 0.03910194012499996, + -0.003237799000000088, + -0.015897374500000026 + ] + ], + "std": [ + [ + 0.9743049425383958, + 1.0208202037213217, + 1.0045213439257272, + 1.0312615683961275, + 0.9360785088397681, + 1.0135085097778138, + 1.054760065228032, + 0.9991490231742983, + 0.9910168624962105, + 0.9560724374897602, + 1.0224479021869215 + ] + ] + }, + "width": 32, + "in_features": 11, + "out_features": 6, + "depth": 4, + "padding": 22, + "parameters": 3754, + "cert_evals": { + "36": 0.1579497903585434, + "72": 0.02092050202190876, + "108": 0.0, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/wine-quality-red/fold_1/result.json b/UCI_N4/ldlt/runs/wine-quality-red/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..776ffec23485de058e45c07ef1bbcfa59b9ef498 --- /dev/null +++ b/UCI_N4/ldlt/runs/wine-quality-red/fold_1/result.json @@ -0,0 +1,52 @@ +{ + "best_epoch": 56, + "best_val_acc": 0.4152542372881356, + "test_acc": 0.45482866043613707, + "train_size": 400, + "val_size": 236, + "test_size": 963, + "stats": { + "mean": [ + [ + 0.013418094749999616, + -0.03892854174999997, + 0.03785578170000011, + 0.030990686500000093, + 0.03390959879999997, + -0.02747751350000006, + 0.024918823500000065, + -0.0024924809250000362, + -0.023241676749999992, + 0.00015447274999999162, + 0.017258733749999842 + ] + ], + "std": [ + [ + 1.0484699134032194, + 0.9803949233513032, + 1.0076892023564636, + 1.0290250752162338, + 1.1997081630921285, + 0.9489970021589998, + 1.0263878594773712, + 1.03076931004531, + 0.9684548723090626, + 0.9627052256819137, + 0.9972530011672733 + ] + ] + }, + "width": 32, + "in_features": 11, + "out_features": 6, + "depth": 4, + "padding": 22, + "parameters": 3754, + "cert_evals": { + "36": 0.30841124057769775, + "72": 0.19730010628700256, + "108": 0.1287642866373062, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/wine-quality-red/fold_2/result.json b/UCI_N4/ldlt/runs/wine-quality-red/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..96a57b4ee5981f9c0705f68aeaba8ae03d8652e2 --- /dev/null +++ b/UCI_N4/ldlt/runs/wine-quality-red/fold_2/result.json @@ -0,0 +1,52 @@ +{ + "best_epoch": 21, + "best_val_acc": 0.4560669456066946, + "test_acc": 0.3770833333333333, + "train_size": 400, + "val_size": 239, + "test_size": 960, + "stats": { + "mean": [ + [ + -0.0013715520000001779, + -0.035088978500000055, + 0.06416455662500034, + -0.006156608600000014, + 0.0926046769, + -0.01361536200000002, + -0.007988503499999982, + 0.019787725674999798, + -0.030528630750000167, + 0.09543056175000009, + -0.01609288975000005 + ] + ], + "std": [ + [ + 0.9829420987934913, + 0.9707586864617593, + 1.0018786547407759, + 0.964170646447104, + 1.218209093004271, + 0.993770255551407, + 0.9825900214132555, + 0.9579306637091782, + 1.0278450401756267, + 1.103602348070479, + 1.019972708382203 + ] + ] + }, + "width": 32, + "in_features": 11, + "out_features": 6, + "depth": 4, + "padding": 22, + "parameters": 3754, + "cert_evals": { + "36": 0.25833335518836975, + "72": 0.18333333730697632, + "108": 0.09687500447034836, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/wine-quality-red/fold_3/result.json b/UCI_N4/ldlt/runs/wine-quality-red/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..64297bfec08a8418273ef9356062eb29229efb3a --- /dev/null +++ b/UCI_N4/ldlt/runs/wine-quality-red/fold_3/result.json @@ -0,0 +1,52 @@ +{ + "best_epoch": 34, + "best_val_acc": 0.45416666666666666, + "test_acc": 0.44525547445255476, + "train_size": 400, + "val_size": 240, + "test_size": 959, + "stats": { + "mean": [ + [ + -0.024919883000000052, + 0.11828172599999993, + -0.10639385059999999, + 0.09154341099999996, + -0.0404553217, + 0.02593951999999995, + -0.03595611450000001, + 0.029616401199999934, + 0.04752242037499988, + -0.06532982275000002, + -0.002994586000000021 + ] + ], + "std": [ + [ + 1.0557689652662066, + 1.036986432681799, + 0.9776537301766356, + 1.148436386560584, + 0.6942596510748834, + 1.0910930117650621, + 0.9332303748474275, + 0.9830858412290316, + 0.9796850899079309, + 0.8673250562614796, + 1.0016840683328132 + ] + ] + }, + "width": 32, + "in_features": 11, + "out_features": 6, + "depth": 4, + "padding": 22, + "parameters": 3754, + "cert_evals": { + "36": 0.24608968198299408, + "72": 0.09801877290010452, + "108": 0.014598540030419827, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/wine-quality-white/fold_0/result.json b/UCI_N4/ldlt/runs/wine-quality-white/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..7ee432595b658c88b56b851ecf21563c2f120fef --- /dev/null +++ b/UCI_N4/ldlt/runs/wine-quality-white/fold_0/result.json @@ -0,0 +1,52 @@ +{ + "best_epoch": 3, + "best_val_acc": 0.38095238095238093, + "test_acc": 0.41510717931269137, + "train_size": 1224, + "val_size": 735, + "test_size": 2939, + "stats": { + "mean": [ + [ + -0.0032048589052286994, + -0.028953991503268075, + -0.009521662091503368, + -0.033446381021241915, + -0.021216290767973777, + 0.0013643637254901876, + -0.019732506176470634, + -0.0385083221609477, + -0.012002372222222163, + -0.05735950201797371, + 0.02225335972222248 + ] + ], + "std": [ + [ + 1.023683347421332, + 0.9447226597106944, + 0.9620105291208404, + 0.9658980402573037, + 0.9263448142152314, + 0.9948440839445967, + 0.9740337269720393, + 0.9614465411758055, + 1.0172641404349574, + 0.9821399823923815, + 0.9957833992600652 + ] + ] + }, + "width": 32, + "in_features": 11, + "out_features": 7, + "depth": 4, + "padding": 22, + "parameters": 3787, + "cert_evals": { + "36": 0.017693093046545982, + "72": 0.00204151077196002, + "108": 0.0, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/wine-quality-white/fold_1/result.json b/UCI_N4/ldlt/runs/wine-quality-white/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..1fe0821a44bc9ad25f3e595c7005153931354abc --- /dev/null +++ b/UCI_N4/ldlt/runs/wine-quality-white/fold_1/result.json @@ -0,0 +1,52 @@ +{ + "best_epoch": 29, + "best_val_acc": 0.3832658569500675, + "test_acc": 0.3511762700306853, + "train_size": 1224, + "val_size": 741, + "test_size": 2933, + "stats": { + "mean": [ + [ + -0.017049376225490367, + 0.014491614133986936, + 0.008908331290849619, + 0.010737108415032604, + 0.04067164330065363, + 0.0329015589869281, + -0.002488432352941375, + 0.006007091343954325, + -0.021524885539215638, + 0.0011987277042483457, + -0.014868995751633802 + ] + ], + "std": [ + [ + 1.0062718660617844, + 0.9894618025720731, + 1.0916182332376316, + 0.9825566386411965, + 1.1470818763060382, + 1.0937605281552916, + 0.9895690762781538, + 0.9664685559760209, + 0.9624746400083976, + 0.9868208733792134, + 0.99380448190184 + ] + ] + }, + "width": 32, + "in_features": 11, + "out_features": 7, + "depth": 4, + "padding": 22, + "parameters": 3787, + "cert_evals": { + "36": 0.20047731697559357, + "72": 0.1026252955198288, + "108": 0.03784520924091339, + "255": 0.0006818956462666392 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/wine-quality-white/fold_2/result.json b/UCI_N4/ldlt/runs/wine-quality-white/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..17f1602445ce30e23cdd8c95beca1eb0461e5fdc --- /dev/null +++ b/UCI_N4/ldlt/runs/wine-quality-white/fold_2/result.json @@ -0,0 +1,52 @@ +{ + "best_epoch": 8, + "best_val_acc": 0.3889655172413793, + "test_acc": 0.38657171922685657, + "train_size": 1224, + "val_size": 725, + "test_size": 2949, + "stats": { + "mean": [ + [ + -0.008771757843137384, + -0.004596860539215801, + 0.008705725245097917, + -0.034847791446078476, + -0.030826640032679757, + -0.01616954820261436, + -0.03943745302287589, + -0.040444966319444435, + 0.02927997336601328, + 0.006854076119281012, + 0.030744455310457264 + ] + ], + "std": [ + [ + 1.0204079506641692, + 1.0029139391565418, + 1.0078310341851806, + 0.9854918621954571, + 0.9449468354581222, + 0.957020515296538, + 0.954249288652687, + 0.976569994872353, + 0.9899815735473346, + 1.008692992013154, + 0.9893537338950328 + ] + ] + }, + "width": 32, + "in_features": 11, + "out_features": 7, + "depth": 4, + "padding": 22, + "parameters": 3787, + "cert_evals": { + "36": 0.14038658142089844, + "72": 0.041709054261446, + "108": 0.007799254264682531, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/wine/fold_0/result.json b/UCI_N4/ldlt/runs/wine/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..84a1f95a1d2a59469d64ec377a6be310cbf19f32 --- /dev/null +++ b/UCI_N4/ldlt/runs/wine/fold_0/result.json @@ -0,0 +1,56 @@ +{ + "best_epoch": 23, + "best_val_acc": 1.0, + "test_acc": 0.97, + "train_size": 44, + "val_size": 34, + "test_size": 100, + "stats": { + "mean": [ + [ + -0.0032810681818182252, + -0.005479031818181848, + -0.08091575454545454, + 0.05187518272727261, + -0.06624296590909094, + -0.007079050000000028, + -0.06275028018181807, + -0.08246524999999992, + 0.05402081363636373, + 0.0044511772727273136, + -0.04690897272727282, + 0.09077693181818178, + -0.0044964045454545494 + ] + ], + "std": [ + [ + 0.9486079560461609, + 0.9748783430969256, + 0.9254167517337237, + 0.9617928120291063, + 0.8801585454960099, + 0.9897338243089531, + 0.9271822071946669, + 0.9702762446771567, + 0.9107960044629595, + 1.0952735150882602, + 0.9243353232179793, + 0.9887201896638538, + 0.9269494258065332 + ] + ] + }, + "width": 64, + "in_features": 13, + "out_features": 3, + "depth": 4, + "padding": 26, + "parameters": 13575, + "cert_evals": { + "36": 0.8799999952316284, + "72": 0.7599999904632568, + "108": 0.6699999570846558, + "255": 0.11999999731779099 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/wine/fold_1/result.json b/UCI_N4/ldlt/runs/wine/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..c80387bc6b0f4b4edb91a21de0ccb269e595840f --- /dev/null +++ b/UCI_N4/ldlt/runs/wine/fold_1/result.json @@ -0,0 +1,56 @@ +{ + "best_epoch": 4, + "best_val_acc": 0.9259259259259259, + "test_acc": 0.8504672897196262, + "train_size": 44, + "val_size": 27, + "test_size": 107, + "stats": { + "mean": [ + [ + 0.06530710454545458, + 0.007947954545454524, + -0.18861000681818177, + -0.06994299681818188, + -0.08852099545454545, + 0.06554911590909095, + 0.0228023237272727, + -0.08063868636363627, + 0.11120031590909094, + 0.1451315113636364, + 0.07976722954545465, + 0.05492483636363638, + -0.04130375068181816 + ] + ], + "std": [ + [ + 1.1054246265200351, + 1.022075699615381, + 1.0101337670617143, + 0.9836114927228263, + 1.0039715573451675, + 1.0160855472349155, + 1.00168059755674, + 0.942713932749028, + 1.1841316940042428, + 1.0673173131706486, + 1.0204335593229852, + 0.9474429014625287, + 0.9790698019551516 + ] + ] + }, + "width": 64, + "in_features": 13, + "out_features": 3, + "depth": 4, + "padding": 26, + "parameters": 13575, + "cert_evals": { + "36": 0.05607476457953453, + "72": 0.0, + "108": 0.0, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/wine/fold_2/result.json b/UCI_N4/ldlt/runs/wine/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..d0d5803a3f8db2c4887ecceab5415e330eeaf148 --- /dev/null +++ b/UCI_N4/ldlt/runs/wine/fold_2/result.json @@ -0,0 +1,56 @@ +{ + "best_epoch": 35, + "best_val_acc": 0.9655172413793104, + "test_acc": 0.9523809523809523, + "train_size": 44, + "val_size": 29, + "test_size": 105, + "stats": { + "mean": [ + [ + -0.0016014659090909378, + -0.2809373181818182, + -0.0013865818181818283, + -0.011415792727272868, + -0.005774513636363688, + 0.0034522068181817842, + -0.09596993699999999, + 0.061802877272727264, + -0.18700712727272728, + 0.003569234090909025, + 0.14042048863636367, + -0.033103909090909094, + -0.06411021136363641 + ] + ], + "std": [ + [ + 0.9298272868804931, + 0.8250056451408178, + 1.08551443258742, + 1.1391522997578776, + 1.162897463787286, + 0.9140439887115281, + 0.9166314532406474, + 1.013186331346434, + 0.9551870696183078, + 1.1440128298039551, + 1.0494592532907625, + 1.0314806625541306, + 0.958232402601652 + ] + ] + }, + "width": 64, + "in_features": 13, + "out_features": 3, + "depth": 4, + "padding": 26, + "parameters": 13575, + "cert_evals": { + "36": 0.8666666746139526, + "72": 0.7904762029647827, + "108": 0.7523809671401978, + "255": 0.2571428716182709 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/wine/fold_3/result.json b/UCI_N4/ldlt/runs/wine/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..31a164f1144157deae1762d79c03c28c5a03753a --- /dev/null +++ b/UCI_N4/ldlt/runs/wine/fold_3/result.json @@ -0,0 +1,56 @@ +{ + "best_epoch": 9, + "best_val_acc": 0.967741935483871, + "test_acc": 0.8252427184466019, + "train_size": 44, + "val_size": 31, + "test_size": 103, + "stats": { + "mean": [ + [ + -0.0007615090909091727, + 0.05596002272727269, + -0.07345953863636358, + -0.09784549954545461, + 0.008546922727272678, + 0.09278491795454552, + 0.0448726857272727, + 0.11476138181818184, + 0.09094955909090909, + 0.005921997727272779, + 0.16726700681818205, + 0.005308763636363668, + -0.08561718409090915 + ] + ], + "std": [ + [ + 1.007206359663615, + 0.8850705986397225, + 1.0706938375587134, + 0.8864652113978174, + 1.1440281408589326, + 0.9372647448943219, + 0.9191041363758027, + 0.9830875500627535, + 1.0190542547845243, + 0.9888966660536255, + 1.11752991456707, + 0.9731773531474354, + 0.8829161708393709 + ] + ] + }, + "width": 64, + "in_features": 13, + "out_features": 3, + "depth": 4, + "padding": 26, + "parameters": 13575, + "cert_evals": { + "36": 0.4466019570827484, + "72": 0.26213592290878296, + "108": 0.10679611563682556, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/yeast/fold_0/result.json b/UCI_N4/ldlt/runs/yeast/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..9a73a676db1c009da5642c1c28f562d710346b51 --- /dev/null +++ b/UCI_N4/ldlt/runs/yeast/fold_0/result.json @@ -0,0 +1,46 @@ +{ + "best_epoch": 48, + "best_val_acc": 0.5471698113207547, + "test_acc": 0.5149833518312985, + "train_size": 371, + "val_size": 212, + "test_size": 901, + "stats": { + "mean": [ + [ + -0.0680236417412399, + 0.0016312938814016407, + -0.008786120350404263, + -0.04364633274932616, + 0.013936777088948886, + 0.007389660377358629, + -0.024600268247978344, + 0.05087596307277619 + ] + ], + "std": [ + [ + 1.027205380998011, + 0.9953693200489844, + 0.9507124252634552, + 0.9691826685352211, + 1.0679577073315545, + 1.038674237448053, + 0.9068718437558525, + 1.1001821882054232 + ] + ] + }, + "width": 32, + "in_features": 8, + "out_features": 10, + "depth": 4, + "padding": 16, + "parameters": 3790, + "cert_evals": { + "36": 0.36847949028015137, + "72": 0.25971144437789917, + "108": 0.20865705609321594, + "255": 0.03995560482144356 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/yeast/fold_1/result.json b/UCI_N4/ldlt/runs/yeast/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..9328be8bfc904a665d860c4f5c30be764a866ccf --- /dev/null +++ b/UCI_N4/ldlt/runs/yeast/fold_1/result.json @@ -0,0 +1,46 @@ +{ + "best_epoch": 27, + "best_val_acc": 0.47619047619047616, + "test_acc": 0.45351473922902497, + "train_size": 371, + "val_size": 231, + "test_size": 882, + "stats": { + "mean": [ + [ + 0.08549606216172505, + 0.03251707697035039, + 0.04905938702964963, + 0.04128734865229108, + -0.013936692183288498, + 0.036949762803234386, + -0.002681268247978456, + 0.005315634501347734 + ] + ], + "std": [ + [ + 0.9621845394333128, + 0.9690282797537528, + 0.9491603484155484, + 1.0401770820495524, + 0.9261376999963121, + 1.1814628524634447, + 0.9836755462977512, + 0.993812117132581 + ] + ] + }, + "width": 32, + "in_features": 8, + "out_features": 10, + "depth": 4, + "padding": 16, + "parameters": 3790, + "cert_evals": { + "36": 0.2539682686328888, + "72": 0.17687074840068817, + "108": 0.11791383475065231, + "255": 0.00907029490917921 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/yeast/fold_3/result.json b/UCI_N4/ldlt/runs/yeast/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..e4c169290ed80f8c81def4734ce66c3ad9c2e0d4 --- /dev/null +++ b/UCI_N4/ldlt/runs/yeast/fold_3/result.json @@ -0,0 +1,46 @@ +{ + "best_epoch": 32, + "best_val_acc": 0.5381165919282511, + "test_acc": 0.5314606741573034, + "train_size": 371, + "val_size": 223, + "test_size": 890, + "stats": { + "mean": [ + [ + -0.01207341391913747, + -0.03099437134770888, + -0.004743151369272138, + 0.0033422831536388878, + 0.013936777088948926, + 0.007389660377358682, + -0.05258191859838276, + -0.01645215983827505 + ] + ], + "std": [ + [ + 1.002118550793497, + 0.9931572183782578, + 1.0350703782367132, + 0.9624293574797959, + 1.0679577073315536, + 1.0386742374480524, + 1.0723089145971894, + 0.9483399576263618 + ] + ] + }, + "width": 32, + "in_features": 8, + "out_features": 10, + "depth": 4, + "padding": 16, + "parameters": 3790, + "cert_evals": { + "36": 0.23033708333969116, + "72": 0.1359550505876541, + "108": 0.06629213690757751, + "255": 0.013483146205544472 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/zoo/fold_0/result.json b/UCI_N4/ldlt/runs/zoo/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..eb6863fea9bd11def897ce65ca30e4841ea3840a --- /dev/null +++ b/UCI_N4/ldlt/runs/zoo/fold_0/result.json @@ -0,0 +1,62 @@ +{ + "best_epoch": 23, + "best_val_acc": 0.9285714285714286, + "test_acc": 0.8387096774193549, + "train_size": 25, + "val_size": 14, + "test_size": 62, + "stats": { + "mean": [ + [ + 0.18968232000000004, + 0.004943600000000055, + -0.04877112000000002, + 0.06901168000000008, + 0.005554399999999982, + -0.24190180000000008, + 0.011100480000000044, + 0.07332431999999998, + 0.047367959999999966, + 0.1174986, + 0.002917720000000048, + -0.128498, + 0.05823499999999993, + 0.03965752000000001, + -0.025889279999999938, + 0.0890122 + ] + ], + "std": [ + [ + 1.005390221359596, + 0.9987632000000001, + 1.0021422025080997, + 1.0058025598467213, + 0.9984392123352528, + 0.8872886923159564, + 0.9937582269928686, + 0.97657824, + 0.9532010403686509, + 0.898886886807812, + 0.9995686698918299, + 0.864227081446769, + 0.8401435100754158, + 0.9719779957616784, + 0.9655601622370106, + 1.0025794726604769 + ] + ] + }, + "width": 64, + "in_features": 16, + "out_features": 7, + "depth": 4, + "padding": 32, + "parameters": 14027, + "cert_evals": { + "36": 0.7903225421905518, + "72": 0.6451612710952759, + "108": 0.27419352531433105, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/zoo/fold_1/result.json b/UCI_N4/ldlt/runs/zoo/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..607829a6b267fe64a7afe0df7f453482d0ca6bb3 --- /dev/null +++ b/UCI_N4/ldlt/runs/zoo/fold_1/result.json @@ -0,0 +1,62 @@ +{ + "best_epoch": 17, + "best_val_acc": 0.75, + "test_acc": 0.671875, + "train_size": 25, + "val_size": 12, + "test_size": 64, + "stats": { + "mean": [ + [ + 0.028691039999999952, + 0.004943600000000057, + -0.048771120000000036, + 0.06901168, + 0.005554399999999972, + 0.17360919999999994, + -0.06897883999999993, + -0.00805720000000001, + 0.0473679599999999, + -0.07865459999999999, + 0.0029177199999999947, + -0.022119, + 0.09757803999999994, + -0.051376560000000016, + -0.26359375999999995, + 0.24955340000000004 + ] + ], + "std": [ + [ + 0.9989246223251673, + 0.9987632000000002, + 1.0021422025080997, + 1.0058025598467215, + 0.998439212335253, + 1.0312711812638613, + 1.0001903862262094, + 0.9967159924605201, + 0.9532010403686509, + 1.047171532893174, + 0.9995686698918299, + 0.9749796397074146, + 1.045377756731086, + 1.02185501364051, + 0.5822546855736085, + 0.9961319493678737 + ] + ] + }, + "width": 64, + "in_features": 16, + "out_features": 7, + "depth": 4, + "padding": 32, + "parameters": 14027, + "cert_evals": { + "36": 0.578125, + "72": 0.375, + "108": 0.234375, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/zoo/fold_2/result.json b/UCI_N4/ldlt/runs/zoo/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..711d0c5bafdfce128f4671427a4b45e6bc924322 --- /dev/null +++ b/UCI_N4/ldlt/runs/zoo/fold_2/result.json @@ -0,0 +1,62 @@ +{ + "best_epoch": 7, + "best_val_acc": 0.9166666666666666, + "test_acc": 0.6875, + "train_size": 25, + "val_size": 12, + "test_size": 64, + "stats": { + "mean": [ + [ + 0.02869103999999997, + 0.004943600000000048, + -0.04877112000000006, + 0.06901168, + 0.005554399999999982, + 0.007404799999999972, + 0.011100480000000062, + 0.07332431999999998, + 0.04736795999999993, + 0.01942200000000002, + -0.14446064, + -0.022119000000000017, + 0.09757803999999996, + 0.03965751999999999, + -0.14474151999999998, + 0.08901219999999999 + ] + ], + "std": [ + [ + 0.9989246223251673, + 0.9987632000000001, + 1.0021422025080997, + 1.0058025598467215, + 0.9984392123352529, + 0.9972263999999998, + 0.9937582269928688, + 0.97657824, + 0.9532010403686509, + 0.980766, + 0.722003562256413, + 0.9749796397074147, + 1.045377756731086, + 0.9719779957616785, + 0.8060951109136004, + 1.0025794726604769 + ] + ] + }, + "width": 64, + "in_features": 16, + "out_features": 7, + "depth": 4, + "padding": 32, + "parameters": 14027, + "cert_evals": { + "36": 0.015625, + "72": 0.0, + "108": 0.0, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/ldlt/runs/zoo/fold_3/result.json b/UCI_N4/ldlt/runs/zoo/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..1fd9d9f599cebfbec497be8536b545c7fce8da50 --- /dev/null +++ b/UCI_N4/ldlt/runs/zoo/fold_3/result.json @@ -0,0 +1,62 @@ +{ + "best_epoch": 18, + "best_val_acc": 1.0, + "test_acc": 0.8771929824561403, + "train_size": 25, + "val_size": 19, + "test_size": 57, + "stats": { + "mean": [ + [ + 0.10918667999999991, + 0.004943600000000039, + -0.04877112000000009, + 0.06901168, + -0.087958, + -0.07569740000000007, + 0.011100480000000062, + 0.07332432000000001, + 0.04736795999999993, + 0.019421999999999984, + 0.29767443999999993, + -0.022119, + 0.05823475999999992, + 0.03965752, + -0.025889279999999938, + 0.08901219999999999 + ] + ], + "std": [ + [ + 1.0053902213595962, + 0.9987632, + 1.0021422025080997, + 1.0058025598467215, + 0.9351239999999998, + 0.9691298611116264, + 0.9937582269928686, + 0.97657824, + 0.9532010403686509, + 0.980766, + 1.3507449809969043, + 0.9749796397074147, + 1.007680466714654, + 0.9719779957616784, + 0.9655601622370106, + 1.0025794726604769 + ] + ] + }, + "width": 64, + "in_features": 16, + "out_features": 7, + "depth": 4, + "padding": 32, + "parameters": 14027, + "cert_evals": { + "36": 0.6842105388641357, + "72": 0.38596493005752563, + "108": 0.2982456088066101, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/statlog-shuttle/fold_2/result.json b/UCI_N4/sdp/runs/statlog-shuttle/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..18acd49fc65261f1b919340370ad889bedb169b5 --- /dev/null +++ b/UCI_N4/sdp/runs/statlog-shuttle/fold_2/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 23, + "best_val_acc": 0.947520184544406, + "test_acc": 0.9445592879701407, + "train_size": 14500, + "val_size": 8670, + "test_size": 34830, + "stats": { + "mean": [ + [ + 1.2510344720706063e-08, + -4.003449266179364e-09, + -2.8330344823007095e-07, + 2.2496552349729375e-08, + 4.917241296073994e-09, + -3.906206872704791e-09, + -2.4448276142207472e-08, + 8.781379274356982e-09, + 1.222586207623664e-07 + ] + ], + "std": [ + [ + 0.9999654436530625, + 0.9999653004098481, + 0.9999654876854136, + 0.9999670453911623, + 0.9999655862280178, + 0.9999655271700041, + 0.9999659054814384, + 0.9999654302872448, + 0.9999654402261486 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 7, + "depth": 4, + "padding": 18, + "parameters": 2693, + "cert_evals": { + "36": 0.8666379451751709, + "72": 0.7671260237693787, + "108": 0.6919896602630615, + "255": 0.15443582832813263 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/statlog-vehicle/fold_0/result.json b/UCI_N4/sdp/runs/statlog-vehicle/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..450dd1743888987fe436d06da03f8b04e87303d4 --- /dev/null +++ b/UCI_N4/sdp/runs/statlog-vehicle/fold_0/result.json @@ -0,0 +1,66 @@ +{ + "best_epoch": 57, + "best_val_acc": 0.7107438016528925, + "test_acc": 0.6634241245136187, + "train_size": 211, + "val_size": 121, + "test_size": 514, + "stats": { + "mean": [ + [ + -0.15146149526066363, + -0.10432839952606632, + -0.059711114691943054, + -0.10485173232227493, + -0.05972240473933653, + 0.023982654502369662, + -0.09937442175355453, + 0.0818855733649288, + -0.10596828436018967, + -0.11517251252132703, + -0.08347083222748818, + -0.1053934661943128, + -0.08422502947867287, + 0.06107363270142171, + -0.09882898767772512, + -0.031016796208530723, + -0.05365530142180105, + -0.07673026919431288 + ] + ], + "std": [ + [ + 0.9244006895318542, + 0.9269788321694366, + 0.9738611659537878, + 0.9392376060519674, + 0.9423236941745864, + 1.2031150582278034, + 0.9189159479510511, + 0.9554470489794712, + 0.9165422543676691, + 0.9419702932342265, + 0.899283407616931, + 0.9016819378903871, + 0.9169739004303826, + 1.0374334592683703, + 1.008232147929816, + 0.9709165003669759, + 0.9809690311814254, + 0.9851749395938914 + ] + ] + }, + "width": 64, + "in_features": 18, + "out_features": 4, + "depth": 4, + "padding": 36, + "parameters": 9876, + "cert_evals": { + "36": 0.5972762703895569, + "72": 0.5214007496833801, + "108": 0.4182879328727722, + "255": 0.056420233100652695 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/steel-plates/fold_2/result.json b/UCI_N4/sdp/runs/steel-plates/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..89131db35a4c381eef17d15ba26dd25fdcedea41 --- /dev/null +++ b/UCI_N4/sdp/runs/steel-plates/fold_2/result.json @@ -0,0 +1,84 @@ +{ + "best_epoch": 96, + "best_val_acc": 0.7080536912751678, + "test_acc": 0.6856649395509499, + "train_size": 485, + "val_size": 298, + "test_size": 1158, + "stats": { + "mean": [ + [ + 0.01349540909278348, + 0.011743234845361083, + 0.055380051591752535, + 0.05537599281030928, + -0.002818057010309121, + -0.0043726463257731905, + -0.011363671857525773, + 0.0014854367216495697, + -0.017973084123711465, + -0.019961297319587557, + -0.006256404123711325, + 0.037232857731959154, + -0.037232857731959154, + -0.057822187216493647, + -0.04968943053608254, + 0.05299214910515458, + 0.012450677092783526, + -0.0152095140206186, + -0.021158501278350353, + -0.03180742531958788, + 0.011834936082473834, + 0.02963465686597942, + 0.02183907072164954, + 0.04186944268041253, + 0.024153798268247404, + -0.04557396327835056, + 0.03912331686597949 + ] + ], + "std": [ + [ + 1.0305115292152447, + 1.0350302276108283, + 1.0568148967701887, + 1.0568064122935077, + 0.7926988315617414, + 0.6342514589481083, + 0.28414711305629714, + 0.9056134481718624, + 0.9751665814504833, + 1.0270919456979695, + 0.9900679127467883, + 1.0066006750596284, + 1.0066006750596284, + 0.9543742160994036, + 1.0004136931230714, + 1.0094115145490878, + 1.0121553004352448, + 0.8186606474983903, + 1.0281436358716267, + 1.0235390824617858, + 1.0008479768803218, + 0.990294035931081, + 0.9940477374299497, + 1.000219892821287, + 0.9933237184970842, + 0.9852467220628263, + 0.994697835657597 + ] + ] + }, + "width": 128, + "in_features": 27, + "out_features": 7, + "depth": 4, + "padding": 54, + "parameters": 29057, + "cert_evals": { + "36": 0.6398963928222656, + "72": 0.5837650895118713, + "108": 0.5138169527053833, + "255": 0.3108808398246765 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/teaching/fold_0/result.json b/UCI_N4/sdp/runs/teaching/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..debdb6b0ee930e4a49e6fa00917531d6a77404e6 --- /dev/null +++ b/UCI_N4/sdp/runs/teaching/fold_0/result.json @@ -0,0 +1,40 @@ +{ + "best_epoch": 15, + "best_val_acc": 0.5909090909090909, + "test_acc": 0.4065934065934066, + "train_size": 38, + "val_size": 22, + "test_size": 91, + "stats": { + "mean": [ + [ + -0.11332560526315784, + -0.17121901315789478, + 0.029873731578947377, + -0.30744157894736857, + -0.12647241315789476 + ] + ], + "std": [ + [ + 1.0757021171452221, + 0.9379212090884154, + 0.9728178435489211, + 1.2214091484203293, + 1.0035868928906388 + ] + ] + }, + "width": 32, + "in_features": 5, + "out_features": 3, + "depth": 4, + "padding": 10, + "parameters": 1569, + "cert_evals": { + "36": 0.05494505539536476, + "72": 0.010989011265337467, + "108": 0.0, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/teaching/fold_2/result.json b/UCI_N4/sdp/runs/teaching/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..b53ad141b93794d2924235e324daf069405e3448 --- /dev/null +++ b/UCI_N4/sdp/runs/teaching/fold_2/result.json @@ -0,0 +1,40 @@ +{ + "best_epoch": 1, + "best_val_acc": 0.4166666666666667, + "test_acc": 0.449438202247191, + "train_size": 38, + "val_size": 24, + "test_size": 89, + "stats": { + "mean": [ + [ + -0.11332560526315784, + 0.02154873684210526, + -0.18742893684210518, + -0.08846210526315801, + -0.16320968421052634 + ] + ], + "std": [ + [ + 1.0757021171452221, + 0.983440529661239, + 0.8586823726924572, + 1.0752563594695814, + 0.9991610142309885 + ] + ] + }, + "width": 32, + "in_features": 5, + "out_features": 3, + "depth": 4, + "padding": 10, + "parameters": 1569, + "cert_evals": { + "36": 0.23595505952835083, + "72": 0.01123595517128706, + "108": 0.0, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/thyroid/fold_2/result.json b/UCI_N4/sdp/runs/thyroid/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..733acbeccaa696c4b5de83ae75736cfb430579e4 --- /dev/null +++ b/UCI_N4/sdp/runs/thyroid/fold_2/result.json @@ -0,0 +1,72 @@ +{ + "best_epoch": 15, + "best_val_acc": 0.8254364089775561, + "test_acc": 0.8400673400673401, + "train_size": 3428, + "val_size": 802, + "test_size": 2970, + "stats": { + "mean": [ + [ + 2.1796966167956114e-07, + -8.751458590497311e-08, + 3.876896143196366e-07, + -4.066511084792401e-07, + -2.217036219565563e-08, + -6.01225204592932e-07, + -3.491831976714682e-07, + 1.7327888073170088e-07, + -1.2952158793330312e-07, + 3.471411895625862e-07, + 2.2170361729813757e-07, + -8.051341829072995e-08, + -2.386231042215566e-07, + -9.655775979550964e-08, + 0.0, + -1.1260210272149139e-07, + 3.3932322032535964e-08, + -3.3576429478599215e-08, + 2.5419486573375144e-07, + -5.215869288406012e-08, + 1.4458576431177031e-07 + ] + ], + "std": [ + [ + 0.9998541758225387, + 0.9998532681152404, + 0.9998556205991698, + 0.9998539274386128, + 0.999854696658317, + 0.9998534548382348, + 0.9998502394347666, + 0.999853857874386, + 0.9998538109684775, + 0.9998551002843616, + 0.9998536686664701, + 0.9998545576369466, + 0.9998513717555766, + 0.9998546597440786, + 1.0, + 0.9998533945369356, + 0.9998545375243406, + 0.9998541828261739, + 0.9998546087571518, + 0.999854053898975, + 0.999854213852071 + ] + ] + }, + "width": 64, + "in_features": 21, + "out_features": 3, + "depth": 4, + "padding": 42, + "parameters": 11393, + "cert_evals": { + "36": 0.7427608966827393, + "72": 0.6127945780754089, + "108": 0.4939393699169159, + "255": 0.2542087435722351 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/thyroid/fold_3/result.json b/UCI_N4/sdp/runs/thyroid/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..bcf0b60ba298d6ec3376e859c92f3374703c2404 --- /dev/null +++ b/UCI_N4/sdp/runs/thyroid/fold_3/result.json @@ -0,0 +1,72 @@ +{ + "best_epoch": 1, + "best_val_acc": 0.825531914893617, + "test_acc": 0.8206716661232475, + "train_size": 3428, + "val_size": 705, + "test_size": 3067, + "stats": { + "mean": [ + [ + 2.1796966167956114e-07, + -8.751458590497311e-08, + 3.876896143196366e-07, + -4.066511084792401e-07, + -2.217036219565563e-08, + -6.01225204592932e-07, + -3.491831976714682e-07, + 1.7327888073170088e-07, + -1.2952158793330312e-07, + 3.471411895625862e-07, + 2.2170361729813757e-07, + -8.051341829072995e-08, + -2.386231042215566e-07, + -9.655775979550964e-08, + 0.0, + -1.1260210272149139e-07, + 3.3932322032535964e-08, + -3.3576429478599215e-08, + 2.5419486573375144e-07, + -5.215869288406012e-08, + 1.4458576431177031e-07 + ] + ], + "std": [ + [ + 0.9998541758225387, + 0.9998532681152404, + 0.9998556205991698, + 0.9998539274386128, + 0.999854696658317, + 0.9998534548382348, + 0.9998502394347666, + 0.999853857874386, + 0.9998538109684775, + 0.9998551002843616, + 0.9998536686664701, + 0.9998545576369466, + 0.9998513717555766, + 0.9998546597440786, + 1.0, + 0.9998533945369356, + 0.9998545375243406, + 0.9998541828261739, + 0.9998546087571518, + 0.999854053898975, + 0.999854213852071 + ] + ] + }, + "width": 64, + "in_features": 21, + "out_features": 3, + "depth": 4, + "padding": 42, + "parameters": 11393, + "cert_evals": { + "36": 0.7026410102844238, + "72": 0.5291815996170044, + "108": 0.3700684905052185, + "255": 0.0818389356136322 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/tic-tac-toe/fold_0/result.json b/UCI_N4/sdp/runs/tic-tac-toe/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..523018206af528379c23e9e624124f47cd3b63a7 --- /dev/null +++ b/UCI_N4/sdp/runs/tic-tac-toe/fold_0/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 87, + "best_val_acc": 0.8493150684931506, + "test_acc": 0.8534031413612565, + "train_size": 239, + "val_size": 146, + "test_size": 573, + "stats": { + "mean": [ + [ + -0.06774635146443425, + 0.01449869790794993, + 0.05074422594142255, + -0.014738167364016513, + 0.015902112970711264, + 0.01937172301255273, + -0.05826698744769888, + 0.06322694058577437, + -0.03456911297071133 + ] + ], + "std": [ + [ + 0.9772364146923964, + 0.9898671665296854, + 0.9927899252300538, + 1.0052200080228313, + 1.0139839580724326, + 1.0321649186622677, + 0.9396177418537401, + 0.9908262445058792, + 1.022463266648573 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 2, + "depth": 4, + "padding": 18, + "parameters": 2598, + "cert_evals": { + "36": 0.7399650812149048, + "72": 0.5567190051078796, + "108": 0.38045376539230347, + "255": 0.010471204295754433 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/tic-tac-toe/fold_2/result.json b/UCI_N4/sdp/runs/tic-tac-toe/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..1c801564ba4db7d95a9170d086d2e9415076355c --- /dev/null +++ b/UCI_N4/sdp/runs/tic-tac-toe/fold_2/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 90, + "best_val_acc": 0.8015267175572519, + "test_acc": 0.8248299319727891, + "train_size": 239, + "val_size": 131, + "test_size": 588, + "stats": { + "mean": [ + [ + -0.04878792468619211, + 0.0047529958158996155, + 0.09814042677824272, + -0.024483735564853226, + 0.034399451882844975, + -0.009865222594141925, + -0.02508974895397498, + 0.004753076150627897, + -0.04878784100418414 + ] + ], + "std": [ + [ + 1.001934480203885, + 0.9778484267660271, + 1.0046660181235467, + 1.0212723008937266, + 1.0210245107562923, + 1.0306454853299336, + 0.9862518055799147, + 0.9951065507668124, + 0.9747736634076275 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 2, + "depth": 4, + "padding": 18, + "parameters": 2598, + "cert_evals": { + "36": 0.6887754797935486, + "72": 0.5238094925880432, + "108": 0.3809523582458496, + "255": 0.040816325694322586 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/tic-tac-toe/fold_3/result.json b/UCI_N4/sdp/runs/tic-tac-toe/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..e379cd37683f4211074b0f71a248e8a2fd60cc7c --- /dev/null +++ b/UCI_N4/sdp/runs/tic-tac-toe/fold_3/result.json @@ -0,0 +1,48 @@ +{ + "best_epoch": 18, + "best_val_acc": 0.7608695652173914, + "test_acc": 0.7280550774526678, + "train_size": 239, + "val_size": 138, + "test_size": 581, + "stats": { + "mean": [ + [ + 0.10288007531380783, + 0.04373577740585817, + 0.041264979079497874, + -0.034229491213389085, + -0.05346292050209214, + -0.1999054092050213, + 0.08392158158995812, + 0.07297261589958158, + -0.05826715481171532 + ] + ], + "std": [ + [ + 0.9966065572515563, + 1.018968015200093, + 0.9922920069375739, + 0.9979419605462078, + 0.9801398510182366, + 0.9915447189713678, + 0.9965163996887837, + 0.9964419395653665, + 0.9951178388160773 + ] + ] + }, + "width": 32, + "in_features": 9, + "out_features": 2, + "depth": 4, + "padding": 18, + "parameters": 2598, + "cert_evals": { + "36": 0.5748708844184875, + "72": 0.3734939694404602, + "108": 0.24268501996994019, + "255": 0.006884681526571512 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/titanic/fold_0/result.json b/UCI_N4/sdp/runs/titanic/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..2f90fe556b22869bce9f0b0a7bd8c677ccb97432 --- /dev/null +++ b/UCI_N4/sdp/runs/titanic/fold_0/result.json @@ -0,0 +1,36 @@ +{ + "best_epoch": 7, + "best_val_acc": 0.7746478873239436, + "test_acc": 0.7839506172839507, + "train_size": 550, + "val_size": 355, + "test_size": 1296, + "stats": { + "mean": [ + [ + -0.033479024545449286, + -0.04388359999999998, + 0.04633865636363635 + ] + ], + "std": [ + [ + 1.0184009911459524, + 0.9030112522482995, + 0.965727266734473 + ] + ] + }, + "width": 32, + "in_features": 3, + "out_features": 2, + "depth": 4, + "padding": 10, + "parameters": 1558, + "cert_evals": { + "36": 0.6404321193695068, + "72": 0.4614197611808777, + "108": 0.1558641940355301, + "255": 0.060956791043281555 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/titanic/fold_1/result.json b/UCI_N4/sdp/runs/titanic/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..92444b0bfed90b58b35ac9c7e827f971d8d98402 --- /dev/null +++ b/UCI_N4/sdp/runs/titanic/fold_1/result.json @@ -0,0 +1,36 @@ +{ + "best_epoch": 14, + "best_val_acc": 0.8137535816618912, + "test_acc": 0.761136712749616, + "train_size": 550, + "val_size": 349, + "test_size": 1302, + "stats": { + "mean": [ + [ + 0.00599657709091412, + -0.02712665454545435, + 0.02416022909090901 + ] + ], + "std": [ + [ + 0.993203063568118, + 0.9413765013907114, + 0.9824417459762911 + ] + ] + }, + "width": 32, + "in_features": 3, + "out_features": 2, + "depth": 4, + "padding": 10, + "parameters": 1558, + "cert_evals": { + "36": 0.698924720287323, + "72": 0.6344085931777954, + "108": 0.15437787771224976, + "255": 0.10675883293151855 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/titanic/fold_2/result.json b/UCI_N4/sdp/runs/titanic/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..3a68acc6998aa7f09de56dde1ccb2b0dc9f9c3b2 --- /dev/null +++ b/UCI_N4/sdp/runs/titanic/fold_2/result.json @@ -0,0 +1,36 @@ +{ + "best_epoch": 2, + "best_val_acc": 0.7034700315457413, + "test_acc": 0.7466266866566716, + "train_size": 550, + "val_size": 317, + "test_size": 1334, + "stats": { + "mean": [ + [ + 0.014578170545459438, + -0.043883600000000356, + 0.03303160000000017 + ] + ], + "std": [ + [ + 1.0150806710594007, + 0.9030112522482996, + 0.9758508000000029 + ] + ] + }, + "width": 32, + "in_features": 3, + "out_features": 2, + "depth": 4, + "padding": 10, + "parameters": 1558, + "cert_evals": { + "36": 0.19565217196941376, + "72": 0.0052473763935267925, + "108": 0.0014992504147812724, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/titanic/fold_3/result.json b/UCI_N4/sdp/runs/titanic/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..87cdd7913d88a11f4bc83ffa2f624c5bba8b1613 --- /dev/null +++ b/UCI_N4/sdp/runs/titanic/fold_3/result.json @@ -0,0 +1,36 @@ +{ + "best_epoch": 2, + "best_val_acc": 0.7667638483965015, + "test_acc": 0.7714067278287462, + "train_size": 550, + "val_size": 343, + "test_size": 1308, + "stats": { + "mean": [ + [ + 0.0077128369090957785, + -0.027126654545454543, + -0.0290679963636369 + ] + ], + "std": [ + [ + 1.026123748181085, + 0.9413765013907113, + 1.0194745387594568 + ] + ] + }, + "width": 32, + "in_features": 3, + "out_features": 2, + "depth": 4, + "padding": 10, + "parameters": 1558, + "cert_evals": { + "36": 0.16284404695034027, + "72": 0.08486238867044449, + "108": 0.00840978603810072, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/trains/fold_0/result.json b/UCI_N4/sdp/runs/trains/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..68ee259494f4dbe9585cbd64099cb2ef324aa3cb --- /dev/null +++ b/UCI_N4/sdp/runs/trains/fold_0/result.json @@ -0,0 +1,88 @@ +{ + "best_epoch": 4, + "best_val_acc": 0.6, + "test_acc": 0.3333333333333333, + "train_size": 2, + "val_size": 5, + "test_size": 3, + "stats": { + "mean": [ + [ + -0.61237, + -0.9717294999999999, + -0.316228, + 0.621059, + 0.786374, + -0.474342, + -0.369273, + -0.316228, + -0.41404050000000003, + -0.161281, + 1.264911, + 0.2108185, + -0.08519500000000002, + -0.685249, + -0.7115125, + -0.29632100000000006, + 0.398527, + -0.621059, + -0.621059, + -0.619234, + -0.621059, + -0.514496, + 0.41404050000000003, + -0.774597, + -0.774597, + 0.711514, + -0.316228, + 0.41404050000000003, + -0.316228 + ] + ], + "std": [ + [ + 0.61237, + 0.6073305, + 1.0, + 1.0, + 0.406746, + 1.0, + 0.7385470000000001, + 1.0, + 1.0350995, + 0.322562, + 1.581139, + 0.5270465, + 1.2779150000000001, + 0.571041, + 0.16940750000000004, + 0.740799, + 1.328423, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0350995, + 1.0, + 1.0, + 1.185856, + 1.0, + 1.0350995, + 1.0 + ] + ] + }, + "width": 128, + "in_features": 29, + "out_features": 2, + "depth": 4, + "padding": 58, + "parameters": 30838, + "cert_evals": { + "36": 0.3333333432674408, + "72": 0.3333333432674408, + "108": 0.3333333432674408, + "255": 0.3333333432674408 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/trains/fold_1/result.json b/UCI_N4/sdp/runs/trains/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..4ba4700ae55f9500432b19225fbfb96f0c77240f --- /dev/null +++ b/UCI_N4/sdp/runs/trains/fold_1/result.json @@ -0,0 +1,88 @@ +{ + "best_epoch": 6, + "best_val_acc": 0.75, + "test_acc": 0.75, + "train_size": 2, + "val_size": 4, + "test_size": 4, + "stats": { + "mean": [ + [ + -0.61237, + -0.36439749999999993, + -0.316228, + 0.621059, + 0.10846649999999997, + -0.474342, + 0.7385470000000001, + 1.264911, + -1.44914, + -0.8064045, + 1.264911, + -0.316228, + -0.5111665000000001, + -0.11420999999999992, + -0.7115125, + -0.29632100000000006, + -0.5977899999999999, + -0.621059, + -0.621059, + -0.619234, + -0.621059, + -0.514496, + 0.41404050000000003, + 0.19365149999999998, + 0.19365149999999998, + -0.474342, + -0.316228, + -0.621059, + -0.316228 + ] + ], + "std": [ + [ + 0.61237, + 1.2146625, + 1.0, + 1.0, + 1.0846535, + 1.0, + 0.3692730000000001, + 1.581139, + 1.0, + 0.9676855, + 1.581139, + 1.0, + 0.8519435000000001, + 1.14208, + 0.16940750000000004, + 0.740799, + 0.33210599999999996, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0350995, + 0.9682485, + 0.9682485, + 1.0, + 1.0, + 1.0, + 1.0 + ] + ] + }, + "width": 128, + "in_features": 29, + "out_features": 2, + "depth": 4, + "padding": 58, + "parameters": 30838, + "cert_evals": { + "36": 0.75, + "72": 0.75, + "108": 0.75, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/trains/fold_2/result.json b/UCI_N4/sdp/runs/trains/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..29817758d2ef97c081c3ab056426ac4ee1146c4b --- /dev/null +++ b/UCI_N4/sdp/runs/trains/fold_2/result.json @@ -0,0 +1,88 @@ +{ + "best_epoch": 28, + "best_val_acc": 0.5, + "test_acc": 0.8333333333333334, + "train_size": 2, + "val_size": 2, + "test_size": 6, + "stats": { + "mean": [ + [ + -0.61237, + -0.36439749999999993, + -0.316228, + 0.621059, + 0.10846649999999997, + -0.474342, + 0.7385470000000001, + 1.264911, + -1.44914, + -0.8064045, + 1.264911, + -0.316228, + -0.5111665000000001, + -0.11420999999999992, + -0.7115125, + -0.29632100000000006, + -0.5977899999999999, + -0.621059, + -0.621059, + -0.619234, + -0.621059, + -0.514496, + 0.41404050000000003, + 0.19365149999999998, + 0.19365149999999998, + -0.474342, + -0.316228, + -0.621059, + -0.316228 + ] + ], + "std": [ + [ + 0.61237, + 1.2146625, + 1.0, + 1.0, + 1.0846535, + 1.0, + 0.3692730000000001, + 1.581139, + 1.0, + 0.9676855, + 1.581139, + 1.0, + 0.8519435000000001, + 1.14208, + 0.16940750000000004, + 0.740799, + 0.33210599999999996, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0350995, + 0.9682485, + 0.9682485, + 1.0, + 1.0, + 1.0, + 1.0 + ] + ] + }, + "width": 128, + "in_features": 29, + "out_features": 2, + "depth": 4, + "padding": 58, + "parameters": 30838, + "cert_evals": { + "36": 0.8333333730697632, + "72": 0.8333333730697632, + "108": 0.8333333730697632, + "255": 0.6666666865348816 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/trains/fold_3/result.json b/UCI_N4/sdp/runs/trains/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..3bd06b78f60d0c3b9c8db4342f74743d6316fe49 --- /dev/null +++ b/UCI_N4/sdp/runs/trains/fold_3/result.json @@ -0,0 +1,88 @@ +{ + "best_epoch": 7, + "best_val_acc": 1.0, + "test_acc": 0.6666666666666666, + "train_size": 2, + "val_size": 2, + "test_size": 6, + "stats": { + "mean": [ + [ + -0.61237, + 0.24293300000000004, + 1.264911, + -0.41404050000000003, + -1.1117685, + -0.474342, + 0.7385470000000001, + 1.264911, + -0.41404050000000003, + -0.32255999999999996, + -0.316228, + -1.370319, + -0.5111665000000001, + -0.11420999999999992, + -0.7115125, + -0.29632100000000006, + -0.5977899999999999, + -0.621059, + -0.621059, + -0.619234, + -0.621059, + -0.514496, + -0.621059, + 0.19365149999999998, + 1.1619, + -0.474342, + -0.316228, + -0.621059, + -0.316228 + ] + ], + "std": [ + [ + 0.61237, + 0.607332, + 1.581139, + 1.0350995, + 0.13558149999999997, + 1.0, + 0.3692730000000001, + 1.581139, + 1.0350995, + 1.45153, + 1.0, + 1.0540910000000001, + 0.8519435000000001, + 1.14208, + 0.16940750000000004, + 0.740799, + 0.33210599999999996, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.9682485, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0 + ] + ] + }, + "width": 128, + "in_features": 29, + "out_features": 2, + "depth": 4, + "padding": 58, + "parameters": 30838, + "cert_evals": { + "36": 0.5, + "72": 0.5, + "108": 0.3333333432674408, + "255": 0.0 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/twonorm/fold_1/result.json b/UCI_N4/sdp/runs/twonorm/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..6237e78ff09782ceef2ca43d5a1ff52913955569 --- /dev/null +++ b/UCI_N4/sdp/runs/twonorm/fold_1/result.json @@ -0,0 +1,70 @@ +{ + "best_epoch": 6, + "best_val_acc": 0.984182776801406, + "test_acc": 0.972348141432457, + "train_size": 1850, + "val_size": 1138, + "test_size": 4412, + "stats": { + "mean": [ + [ + -0.011274481706054077, + 0.0010725280108108113, + 0.04904605430486482, + 0.00013406402702702838, + 0.0037092568978378815, + -0.03159644886486481, + 0.00852751402702707, + -0.014074217665405411, + 0.026686750430270245, + 0.023341407989189197, + 0.00574216419659461, + -0.019635965771891885, + 0.04072469101081081, + 0.00963421142594593, + -0.044921805624324275, + -0.025982841086486463, + -0.0002432451580000008, + -0.011375726291891854, + 0.021153889262702744, + 0.01900583370702701 + ] + ], + "std": [ + [ + 0.9976085735229742, + 1.0108425474557818, + 1.0105604700510442, + 1.0350336168987333, + 0.990362036249636, + 0.9744762030983907, + 1.0066091603129825, + 0.984656658886602, + 0.9965234554482512, + 0.973435364067005, + 0.9921055599456662, + 1.0065413490604112, + 1.0042400869906856, + 0.9880184758483341, + 0.9898502752755675, + 0.992736848303296, + 0.9922171097916167, + 1.0043754412776131, + 0.9893350555688326, + 0.9868441569808528 + ] + ] + }, + "width": 64, + "in_features": 20, + "out_features": 2, + "depth": 4, + "padding": 40, + "parameters": 10834, + "cert_evals": { + "36": 0.9626020193099976, + "72": 0.9453762173652649, + "108": 0.9267905950546265, + "255": 0.771078884601593 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/twonorm/fold_3/result.json b/UCI_N4/sdp/runs/twonorm/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..42819495ae34e66be640e660ccd1171abbdc84cc --- /dev/null +++ b/UCI_N4/sdp/runs/twonorm/fold_3/result.json @@ -0,0 +1,70 @@ +{ + "best_epoch": 10, + "best_val_acc": 0.98125, + "test_acc": 0.9781038374717833, + "train_size": 1850, + "val_size": 1120, + "test_size": 4430, + "stats": { + "mean": [ + [ + -0.020650926096864895, + 0.0029367999405405425, + -0.006630237378378379, + 0.010420081979243248, + -0.001797412861621615, + 0.006000229992972958, + 0.02513403323243256, + -0.04051091970432429, + 0.016437013362162183, + 0.008169780156756753, + 0.010605073612270283, + -0.014074353574054115, + 0.001890994940540519, + -0.00912456161891894, + -0.011556316408108112, + -0.004322038713513496, + -0.0011294842637837807, + -0.006298975859459421, + 0.017070309424864923, + 0.0166714651562162 + ] + ], + "std": [ + [ + 0.9799722867298174, + 0.9831760308737035, + 1.0071900480073166, + 1.003544153680456, + 0.9998334222405475, + 0.997242014320636, + 0.9816671365897304, + 0.9927759081786102, + 1.0236053141912813, + 0.9882650425660089, + 1.0199540485168141, + 0.9750354662835033, + 1.000698654175577, + 0.9953898045603353, + 0.9850292707815245, + 0.9950063778865423, + 0.9842233774554926, + 1.0005588371487018, + 1.0122840782683846, + 1.0155158561773454 + ] + ] + }, + "width": 64, + "in_features": 20, + "out_features": 2, + "depth": 4, + "padding": 40, + "parameters": 10834, + "cert_evals": { + "36": 0.9650112986564636, + "72": 0.9510157704353333, + "108": 0.9284424185752869, + "255": 0.7957110404968262 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/vertebral-column-2clases/fold_2/result.json b/UCI_N4/sdp/runs/vertebral-column-2clases/fold_2/result.json new file mode 100644 index 0000000000000000000000000000000000000000..e3818e832ef4d03660792a59a0a959512c632039 --- /dev/null +++ b/UCI_N4/sdp/runs/vertebral-column-2clases/fold_2/result.json @@ -0,0 +1,42 @@ +{ + "best_epoch": 27, + "best_val_acc": 0.8627450980392157, + "test_acc": 0.7472527472527473, + "train_size": 77, + "val_size": 51, + "test_size": 182, + "stats": { + "mean": [ + [ + -0.08900769350649353, + 0.022068336363636327, + -0.17777378870129867, + -0.13070269816883123, + -0.08019039701298694, + 0.034270005844155946 + ] + ], + "std": [ + [ + 1.1891598679346718, + 1.0629718968025748, + 0.9683921685715591, + 1.1934548554540982, + 1.0519483392859137, + 1.4108241281173226 + ] + ] + }, + "width": 32, + "in_features": 6, + "out_features": 2, + "depth": 4, + "padding": 12, + "parameters": 1818, + "cert_evals": { + "36": 0.6318681240081787, + "72": 0.49450549483299255, + "108": 0.3186813294887543, + "255": 0.03846153989434242 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/vertebral-column-2clases/fold_3/result.json b/UCI_N4/sdp/runs/vertebral-column-2clases/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..3673f16d4ae160f66b1ec35fb29899b7b1894cf3 --- /dev/null +++ b/UCI_N4/sdp/runs/vertebral-column-2clases/fold_3/result.json @@ -0,0 +1,42 @@ +{ + "best_epoch": 9, + "best_val_acc": 0.7608695652173914, + "test_acc": 0.7165775401069518, + "train_size": 77, + "val_size": 46, + "test_size": 187, + "stats": { + "mean": [ + [ + -0.06772925194805193, + -0.07967984805194804, + -0.14121441038961047, + -0.02757299220779231, + -0.014883416753246786, + -0.1100020467532468 + ] + ], + "std": [ + [ + 1.0828152543652132, + 1.0199396915025827, + 0.9339640371725322, + 0.9916023829290741, + 1.077978313814909, + 0.7401101130023645 + ] + ] + }, + "width": 32, + "in_features": 6, + "out_features": 2, + "depth": 4, + "padding": 12, + "parameters": 1818, + "cert_evals": { + "36": 0.51871657371521, + "72": 0.385026752948761, + "108": 0.29411765933036804, + "255": 0.04278074949979782 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/vertebral-column-3clases/fold_1/result.json b/UCI_N4/sdp/runs/vertebral-column-3clases/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..44f9fd9dffb23184b65058f21def2ab9ee975f43 --- /dev/null +++ b/UCI_N4/sdp/runs/vertebral-column-3clases/fold_1/result.json @@ -0,0 +1,42 @@ +{ + "best_epoch": 30, + "best_val_acc": 0.6666666666666666, + "test_acc": 0.6815642458100558, + "train_size": 77, + "val_size": 54, + "test_size": 179, + "stats": { + "mean": [ + [ + -0.049201149350649384, + -0.06358896883116881, + -0.11700971038961039, + -0.01579821818181819, + -6.0709350649427305e-05, + 0.0891967623376624 + ] + ], + "std": [ + [ + 1.093043067173537, + 1.0341900281252163, + 0.948390256340442, + 1.1192974642236186, + 1.0160280673716198, + 1.4089004707085644 + ] + ] + }, + "width": 32, + "in_features": 6, + "out_features": 3, + "depth": 4, + "padding": 12, + "parameters": 1831, + "cert_evals": { + "36": 0.5586591958999634, + "72": 0.4078212082386017, + "108": 0.3072625696659088, + "255": 0.005586592014878988 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/vertebral-column-3clases/fold_3/result.json b/UCI_N4/sdp/runs/vertebral-column-3clases/fold_3/result.json new file mode 100644 index 0000000000000000000000000000000000000000..98ab9a566a2c960c123b1fa43c08bd5ccccd3a57 --- /dev/null +++ b/UCI_N4/sdp/runs/vertebral-column-3clases/fold_3/result.json @@ -0,0 +1,42 @@ +{ + "best_epoch": 12, + "best_val_acc": 0.7735849056603774, + "test_acc": 0.7222222222222222, + "train_size": 77, + "val_size": 53, + "test_size": 180, + "stats": { + "mean": [ + [ + 0.20264046623376622, + 0.3261196974025974, + 0.10299690753246762, + 0.017040496636363645, + -0.09640795220779223, + 0.03692924155844167 + ] + ], + "std": [ + [ + 1.1066380009229393, + 1.1415960579871545, + 1.0733819141948675, + 1.089301161345955, + 0.9585561559088557, + 0.8693443253284101 + ] + ] + }, + "width": 32, + "in_features": 6, + "out_features": 3, + "depth": 4, + "padding": 12, + "parameters": 1831, + "cert_evals": { + "36": 0.47777777910232544, + "72": 0.2888889014720917, + "108": 0.15000000596046448, + "255": 0.0055555556900799274 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/wall-following/fold_0/result.json b/UCI_N4/sdp/runs/wall-following/fold_0/result.json new file mode 100644 index 0000000000000000000000000000000000000000..9bd619533ac9a645b1e481bce22ed637bee8fa59 --- /dev/null +++ b/UCI_N4/sdp/runs/wall-following/fold_0/result.json @@ -0,0 +1,78 @@ +{ + "best_epoch": 38, + "best_val_acc": 0.7829268292682927, + "test_acc": 0.76619804400978, + "train_size": 1364, + "val_size": 820, + "test_size": 3272, + "stats": { + "mean": [ + [ + -0.005686892404692003, + 0.022638621533284334, + 0.0029726543621700742, + -0.007766223049853293, + -0.008952794454545568, + 0.009051411851906211, + 0.004111615835777271, + 0.054535739948680446, + 0.01721141257331339, + -0.00017557098093850144, + -0.0030259690689149518, + -0.015323145063782956, + 0.004263515249266924, + 0.013408757045454725, + -0.0019448981744868829, + 0.0003941872595307252, + -0.023833700213343096, + -0.0418792441422289, + -0.01742122004472146, + -0.01653938162023472, + 0.004910744486803571, + 0.04303871550586514, + -0.015449803416422289, + -0.003778200753665663 + ] + ], + "std": [ + [ + 0.9538903586600096, + 1.0100879107934733, + 1.0049069273556643, + 0.9922954720481119, + 0.9870136651293122, + 0.990779450218937, + 0.997732207974109, + 1.0249084242333972, + 1.0039227101782235, + 0.9840871960957936, + 0.9963448823117925, + 0.9855998980612843, + 1.0024509972558129, + 1.0025416545074122, + 0.9881545916458445, + 1.0165283990308178, + 0.9738216818182036, + 0.9275548118344852, + 0.9839704565560611, + 0.9728388862456517, + 1.0184938963953918, + 1.0303474329203226, + 0.9612235203553664, + 0.9816909108470405 + ] + ] + }, + "width": 64, + "in_features": 24, + "out_features": 4, + "depth": 4, + "padding": 48, + "parameters": 12996, + "cert_evals": { + "36": 0.6928484439849854, + "72": 0.6161369681358337, + "108": 0.5305623412132263, + "255": 0.20843522250652313 + } +} \ No newline at end of file diff --git a/UCI_N4/sdp/runs/waveform/fold_1/result.json b/UCI_N4/sdp/runs/waveform/fold_1/result.json new file mode 100644 index 0000000000000000000000000000000000000000..220efcc31850f79be73f4f4e41af7abc521d9164 --- /dev/null +++ b/UCI_N4/sdp/runs/waveform/fold_1/result.json @@ -0,0 +1,72 @@ +{ + "best_epoch": 22, + "best_val_acc": 0.8801089918256131, + "test_acc": 0.8690318302387268, + "train_size": 1250, + "val_size": 734, + "test_size": 3016, + "stats": { + "mean": [ + [ + 0.010216515320000044, + -0.04063758078400007, + 0.025120129951999963, + -0.025077058975999964, + 0.003169892232000061, + -0.01685490820000002, + -0.011714589596800004, + -0.03299081049600003, + -0.01699664363999998, + -0.018953863726399994, + -0.010869116344000016, + 0.041914844448000185, + -0.01596277459040001, + 0.012558276106399974, + 0.026120965832000048, + 0.03314989547359999, + 0.03347167229600001, + 0.023257175787200043, + 0.017851450192000014, + -0.004257698511999955, + -0.04945521833600015 + ] + ], + "std": [ + [ + 1.0013552490719653, + 0.9855864106795154, + 0.9729457372221003, + 0.9924096158327768, + 1.0128588967374343, + 1.0016694374565032, + 1.0094886119500357, + 1.0100863354319733, + 1.0019192663797813, + 0.9946338222875807, + 0.999064791075417, + 1.0101141099838185, + 0.9759008425547311, + 1.0113866649689796, + 1.0124143691513183, + 1.0133948233035053, + 1.0110196515539809, + 1.0206255456252598, + 1.0155072750087655, + 0.9949826852691384, + 0.9838169172120375 + ] + ] + }, + "width": 64, + "in_features": 21, + "out_features": 3, + "depth": 4, + "padding": 42, + "parameters": 11393, + "cert_evals": { + "36": 0.8199601769447327, + "72": 0.7596153616905212, + "108": 0.7049071788787842, + "255": 0.3965517282485962 + } +} \ No newline at end of file