Add pytorch_model_0091.pth and related files

pytorch_model_0091.pth

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d83fe766d35e1e3b37993ee24d154fd64d3b567aa72dfa78a0910a6255ac8e43
-size 102549342
+oid sha256:257ea22de15deac086b2945695d5fdf794c89b531b0042a32bd82767d0b690f4
+size 94517278

training_metrics_0091.json

@@ -1 +1 @@
-{"0.001": [{"train_loss": 8.47192927273837, "train_accuracy": 8.806818181818182, "clean_val_accuracy": 59.63636363636363, "clean_val_loss": 0.09174126104875044, "adversarial_val_accuracy": 34.18181818181818, "adversarial_val_loss": 0.09305291435935281, "combined_score": 93.81818181818181}, {"train_loss": 8.41596443869851, "train_accuracy": 66.19318181818181, "clean_val_accuracy": 80.9090909090909, "clean_val_loss": 0.07678638284856623, "adversarial_val_accuracy": 56.36363636363637, "adversarial_val_loss": 0.0819169434634122, "combined_score": 137.27272727272728}, {"train_loss": 8.349426997791637, "train_accuracy": 82.95454545454545, "clean_val_accuracy": 87.45454545454545, "clean_val_loss": 0.052589067979292435, "adversarial_val_accuracy": 60.18181818181818, "adversarial_val_loss": 0.06549803387035023, "combined_score": 147.63636363636363}, {"train_loss": 8.276036938753995, "train_accuracy": 87.89772727272727, "clean_val_accuracy": 89.27272727272727, "clean_val_loss": 0.026796466437253086, "adversarial_val_accuracy": 65.45454545454545, "adversarial_val_loss": 0.0466591553254561, "combined_score": 154.72727272727272}, {"train_loss": 8.208538575605912, "train_accuracy": 93.18181818181819, "clean_val_accuracy": 90.0, "clean_val_loss": 0.010755704858086326, "adversarial_val_accuracy": 71.63636363636364, "adversarial_val_loss": 0.028053095774217086, "combined_score": 161.63636363636363}, {"train_loss": 8.15361213684082, "train_accuracy": 93.4659090909091, "clean_val_accuracy": 88.72727272727273, "clean_val_loss": 0.0065665968439795755, "adversarial_val_accuracy": 75.45454545454545, "adversarial_val_loss": 0.02143132968382402, "combined_score": 164.1818181818182}, {"train_loss": 8.104399074207652, "train_accuracy": 94.375, "clean_val_accuracy": 90.54545454545455, "clean_val_loss": 0.004367183284326033, "adversarial_val_accuracy": 74.9090909090909, "adversarial_val_loss": 0.017731605009599166, "combined_score": 165.45454545454544}, {"train_loss": 8.073409409956499, "train_accuracy": 93.97727272727273, "clean_val_accuracy": 89.63636363636364, "clean_val_loss": 0.004245842315933921, "adversarial_val_accuracy": 76.36363636363636, "adversarial_val_loss": 0.015163122090426358, "combined_score": 166.0}, {"train_loss": 8.058670460094104, "train_accuracy": 94.6590909090909, "clean_val_accuracy": 90.36363636363636, "clean_val_loss": 0.003691195466301658, "adversarial_val_accuracy": 73.63636363636364, "adversarial_val_loss": 0.01539831367405978, "combined_score": 164.0}, {"train_loss": 8.045264330777256, "train_accuracy": 94.82954545454545, "clean_val_accuracy": 90.36363636363636, "clean_val_loss": 0.0033344979719682174, "adversarial_val_accuracy": 76.36363636363636, "adversarial_val_loss": 0.015148634151978927, "combined_score": 166.72727272727272}, {"train_loss": 8.031939974698153, "train_accuracy": 93.86363636363636, "clean_val_accuracy": 89.0909090909091, "clean_val_loss": 0.0033799047632650896, "adversarial_val_accuracy": 76.18181818181819, "adversarial_val_loss": 0.015052628192034635, "combined_score": 165.27272727272728}, {"train_loss": 8.018168293346058, "train_accuracy": 93.97727272727273, "clean_val_accuracy": 90.9090909090909, "clean_val_loss": 0.0030708603154529224, "adversarial_val_accuracy": 75.27272727272727, "adversarial_val_loss": 0.013426766070452604, "combined_score": 166.1818181818182}, {"train_loss": 8.004288239912553, "train_accuracy": 94.0340909090909, "clean_val_accuracy": 90.54545454545455, "clean_val_loss": 0.002710990824482658, "adversarial_val_accuracy": 74.36363636363636, "adversarial_val_loss": 0.014858084483580156, "combined_score": 164.9090909090909}, {"train_loss": 7.99060173034668, "train_accuracy": 94.54545454545455, "clean_val_accuracy": 90.0, "clean_val_loss": 0.0029378706487742335, "adversarial_val_accuracy": 73.63636363636364, "adversarial_val_loss": 0.014048977331681685, "combined_score": 163.63636363636363}, {"train_loss": 7.9814131996848365, "train_accuracy": 94.82954545454545, "clean_val_accuracy": 90.18181818181819, "clean_val_loss": 0.002570084726268595, "adversarial_val_accuracy": 76.9090909090909, "adversarial_val_loss": 0.013580650307915427, "combined_score": 167.0909090909091}, {"train_loss": 7.977817049893466, "train_accuracy": 93.86363636363636, "clean_val_accuracy": 89.27272727272727, "clean_val_loss": 0.002929802266034213, "adversarial_val_accuracy": 75.0909090909091, "adversarial_val_loss": 0.012645243839784102, "combined_score": 164.36363636363637}, {"train_loss": 7.973214825716886, "train_accuracy": 95.3409090909091, "clean_val_accuracy": 89.45454545454545, "clean_val_loss": 0.0031383787501942026, "adversarial_val_accuracy": 77.27272727272727, "adversarial_val_loss": 0.012252511111172763, "combined_score": 166.72727272727272}, {"train_loss": 7.969564229791815, "train_accuracy": 94.0340909090909, "clean_val_accuracy": 90.54545454545455, "clean_val_loss": 0.002428701641884717, "adversarial_val_accuracy": 76.18181818181819, "adversarial_val_loss": 0.013041680292649703, "combined_score": 166.72727272727275}, {"train_loss": 7.96525993347168, "train_accuracy": 94.54545454545455, "clean_val_accuracy": 89.45454545454545, "clean_val_loss": 0.0030699231678789313, "adversarial_val_accuracy": 74.36363636363636, "adversarial_val_loss": 0.012799408869309858, "combined_score": 163.8181818181818}, {"train_loss": 7.961454460837624, "train_accuracy": 94.26136363636364, "clean_val_accuracy": 90.18181818181819, "clean_val_loss": 0.003103538589044051, "adversarial_val_accuracy": 74.18181818181819, "adversarial_val_loss": 0.013554644693027843, "combined_score": 164.36363636363637}], "0.004": [{"train_loss": 7.954183370416815, "train_accuracy": 94.7159090909091, "clean_val_accuracy": 89.27272727272727, "clean_val_loss": 0.0029312519187277013, "adversarial_val_accuracy": 74.72727272727273, "adversarial_val_loss": 0.013816845091906461, "combined_score": 164.0}, {"train_loss": 7.953288303722035, "train_accuracy": 94.77272727272727, "clean_val_accuracy": 89.45454545454545, "clean_val_loss": 0.0026931755380197003, "adversarial_val_accuracy": 72.72727272727273, "adversarial_val_loss": 0.014339036616412075, "combined_score": 162.1818181818182}, {"train_loss": 7.952369516546076, "train_accuracy": 93.63636363636364, "clean_val_accuracy": 90.36363636363636, "clean_val_loss": 0.002762376991185275, "adversarial_val_accuracy": 75.81818181818181, "adversarial_val_loss": 0.01219368880445307, "combined_score": 166.1818181818182}, {"train_loss": 7.95124116377397, "train_accuracy": 93.80681818181819, "clean_val_accuracy": 90.0, "clean_val_loss": 0.0028737117621031676, "adversarial_val_accuracy": 74.36363636363636, "adversarial_val_loss": 0.013244047490033236, "combined_score": 164.36363636363637}, {"train_loss": 7.949143114956942, "train_accuracy": 95.0, "clean_val_accuracy": 90.36363636363636, "clean_val_loss": 0.0027083856815641578, "adversarial_val_accuracy": 71.63636363636364, "adversarial_val_loss": 0.014230040420185436, "combined_score": 162.0}, {"train_loss": 7.94806830666282, "train_accuracy": 95.17045454545455, "clean_val_accuracy": 89.27272727272727, "clean_val_loss": 0.0032184055989438838, "adversarial_val_accuracy": 74.9090909090909, "adversarial_val_loss": 0.013489976687864823, "combined_score": 164.1818181818182}, {"train_loss": 7.947339560768821, "train_accuracy": 94.48863636363636, "clean_val_accuracy": 89.27272727272727, "clean_val_loss": 0.003187338018959219, "adversarial_val_accuracy": 75.45454545454545, "adversarial_val_loss": 0.01329904469576749, "combined_score": 164.72727272727272}, {"train_loss": 7.946423998746005, "train_accuracy": 94.7159090909091, "clean_val_accuracy": 89.45454545454545, "clean_val_loss": 0.0029484872249039736, "adversarial_val_accuracy": 73.81818181818181, "adversarial_val_loss": 0.012731553966348822, "combined_score": 163.27272727272725}], "0.0067": [{"train_loss": 7.945684779774059, "train_accuracy": 94.60227272727273, "clean_val_accuracy": 90.18181818181819, "clean_val_loss": 0.002723485583608801, "adversarial_val_accuracy": 74.72727272727273, "adversarial_val_loss": 0.013162152116948909, "combined_score": 164.90909090909093}, {"train_loss": 7.944800498268821, "train_accuracy": 95.625, "clean_val_accuracy": 89.63636363636364, "clean_val_loss": 0.0027112988450310447, "adversarial_val_accuracy": 76.36363636363636, "adversarial_val_loss": 0.012783852273767644, "combined_score": 166.0}, {"train_loss": 7.9445642644708805, "train_accuracy": 94.88636363636364, "clean_val_accuracy": 90.18181818181819, "clean_val_loss": 0.002764692103320902, "adversarial_val_accuracy": 76.9090909090909, "adversarial_val_loss": 0.01225997892293063, "combined_score": 167.0909090909091}, {"train_loss": 7.944323695789684, "train_accuracy": 94.77272727272727, "clean_val_accuracy": 90.54545454545455, "clean_val_loss": 0.0025333292240446266, "adversarial_val_accuracy": 76.18181818181819, "adversarial_val_loss": 0.012458997748114846, "combined_score": 166.72727272727275}, {"train_loss": 7.9447248979048295, "train_accuracy": 93.92045454545455, "clean_val_accuracy": 89.0909090909091, "clean_val_loss": 0.003322835943915627, "adversarial_val_accuracy": 76.18181818181819, "adversarial_val_loss": 0.012367512746290728, "combined_score": 165.27272727272728}, {"train_loss": 7.9435723391446205, "train_accuracy": 95.45454545454545, "clean_val_accuracy": 90.18181818181819, "clean_val_loss": 0.0026916815611449153, "adversarial_val_accuracy": 73.45454545454545, "adversarial_val_loss": 0.014296120513569224, "combined_score": 163.63636363636363}, {"train_loss": 7.943402307683772, "train_accuracy": 95.3409090909091, "clean_val_accuracy": 89.63636363636364, "clean_val_loss": 0.002917665974660353, "adversarial_val_accuracy": 72.54545454545455, "adversarial_val_loss": 0.013683151656931097, "combined_score": 162.1818181818182}, {"train_loss": 7.94421157836914, "train_accuracy": 94.0340909090909, "clean_val_accuracy": 89.63636363636364, "clean_val_loss": 0.0031711375171487983, "adversarial_val_accuracy": 76.0, "adversarial_val_loss": 0.01179971759969538, "combined_score": 165.63636363636363}], "0.0091": [{"train_loss": 7.943357328935103, "train_accuracy": 94.54545454545455, "clean_val_accuracy": 90.72727272727273, "clean_val_loss": 0.002609222483905879, "adversarial_val_accuracy": 75.45454545454545, "adversarial_val_loss": 0.012925331159071489, "combined_score": 166.1818181818182}, {"train_loss": 7.943071226640181, "train_accuracy": 94.60227272727273, "clean_val_accuracy": 90.72727272727273, "clean_val_loss": 0.0027220815149220554, "adversarial_val_accuracy": 74.9090909090909, "adversarial_val_loss": 0.01413714051246643, "combined_score": 165.63636363636363}, {"train_loss": 7.943228288130327, "train_accuracy": 94.375, "clean_val_accuracy": 89.63636363636364, "clean_val_loss": 0.002842678102579984, "adversarial_val_accuracy": 75.27272727272727, "adversarial_val_loss": 0.013389668681404808, "combined_score": 164.9090909090909}, {"train_loss": 7.9429127433083275, "train_accuracy": 94.82954545454545, "clean_val_accuracy": 90.36363636363636, "clean_val_loss": 0.0025142054124311967, "adversarial_val_accuracy": 72.72727272727273, "adversarial_val_loss": 0.013530340411446311, "combined_score": 163.0909090909091}, {"train_loss": 7.94295654296875, "train_accuracy": 94.94318181818181, "clean_val_accuracy": 89.27272727272727, "clean_val_loss": 0.00319226319139654, "adversarial_val_accuracy": 72.18181818181819, "adversarial_val_loss": 0.013780301159078424, "combined_score": 161.45454545454544}, {"train_loss": 7.9432975075461645, "train_accuracy": 94.48863636363636, "clean_val_accuracy": 90.54545454545455, "clean_val_loss": 0.002430128820917823, "adversarial_val_accuracy": 71.63636363636364, "adversarial_val_loss": 0.01400433670390736, "combined_score": 162.1818181818182}], "0.0113": [], "0.0133": [], "0.0151": [], "0.0167": [], "0.0182": [], "0.0197": [], "0.0212": [], "0.0227": [], "0.0242": [], "0.0257": [], "0.0272": [], "0.0287": [], "0.0302": [], "0.0317": [], "0.0332": [], "0.0347": [], "0.0362": [], "0.0377": [], "0.0392": [], "0.0407": [], "0.0422": [], "0.0437": [], "0.0452": [], "0.0467": [], "0.0482": [], "0.0497": [], "0.0512": [], "0.0527": [], "0.0542": [], "0.0557": [], "0.0572": [], "0.0587": [], "0.0602": [], "0.0617": [], "0.0632": [], "0.0647": [], "0.0662": [], "0.0677": [], "0.0692": [], "0.0707": [], "0.0722": [], "0.0737": [], "0.0752": [], "0.0767": [], "0.0782": [], "0.0797": [], "0.0812": [], "0.0827": [], "0.0842": [], "0.0857": [], "0.0872": [], "0.0887": [], "0.0902": [], "0.0917": [], "0.0932": [], "0.0947": [], "0.0962": [], "0.0977": [], "0.0992": [], "0.1007": [], "0.1022": []}
+{"0.001": [{"train_loss": 20.559782682146345, "train_accuracy": 19.583333333333332, "clean_val_accuracy": 7.983193277310924, "clean_val_loss": 0.0823596962359773, "adversarial_val_accuracy": 5.126050420168068, "adversarial_val_loss": 0.04795749648278501, "combined_score": 13.109243697478991}, {"train_loss": 20.223561314174106, "train_accuracy": 25.148809523809526, "clean_val_accuracy": 12.184873949579831, "clean_val_loss": 0.05299200510778347, "adversarial_val_accuracy": 4.621848739495798, "adversarial_val_loss": 0.04834401687654127, "combined_score": 16.806722689075627}, {"train_loss": 19.88942322503953, "train_accuracy": 34.107142857142854, "clean_val_accuracy": 15.378151260504202, "clean_val_loss": 0.05390339398584446, "adversarial_val_accuracy": 5.126050420168068, "adversarial_val_loss": 0.04721322199877571, "combined_score": 20.50420168067227}, {"train_loss": 19.561735988798596, "train_accuracy": 35.773809523809526, "clean_val_accuracy": 19.327731092436974, "clean_val_loss": 0.043771675454468285, "adversarial_val_accuracy": 7.647058823529412, "adversarial_val_loss": 0.048245146294601825, "combined_score": 26.974789915966387}, {"train_loss": 19.23832580929711, "train_accuracy": 40.625, "clean_val_accuracy": 18.403361344537814, "clean_val_loss": 0.04175497864474769, "adversarial_val_accuracy": 6.1344537815126055, "adversarial_val_loss": 0.04790906465354086, "combined_score": 24.53781512605042}, {"train_loss": 18.919507671537854, "train_accuracy": 44.791666666666664, "clean_val_accuracy": 20.58823529411765, "clean_val_loss": 0.040083636556352886, "adversarial_val_accuracy": 9.327731092436975, "adversarial_val_loss": 0.04384971967264384, "combined_score": 29.915966386554622}, {"train_loss": 18.606907181512742, "train_accuracy": 47.916666666666664, "clean_val_accuracy": 17.983193277310924, "clean_val_loss": 0.046347645350864955, "adversarial_val_accuracy": 13.193277310924369, "adversarial_val_loss": 0.0422263241615616, "combined_score": 31.176470588235293}, {"train_loss": 18.401647822062174, "train_accuracy": 52.529761904761905, "clean_val_accuracy": 23.529411764705884, "clean_val_loss": 0.03709377300839464, "adversarial_val_accuracy": 10.92436974789916, "adversarial_val_loss": 0.04403337570799499, "combined_score": 34.45378151260505}, {"train_loss": 18.30810009184338, "train_accuracy": 55.982142857142854, "clean_val_accuracy": 25.04201680672269, "clean_val_loss": 0.03726926310723569, "adversarial_val_accuracy": 13.025210084033613, "adversarial_val_loss": 0.04103143135038745, "combined_score": 38.0672268907563}, {"train_loss": 18.21634837559291, "train_accuracy": 56.279761904761905, "clean_val_accuracy": 25.714285714285715, "clean_val_loss": 0.03594881857142729, "adversarial_val_accuracy": 16.30252100840336, "adversarial_val_loss": 0.04252371106828962, "combined_score": 42.016806722689076}, {"train_loss": 18.124512390863327, "train_accuracy": 58.898809523809526, "clean_val_accuracy": 24.201680672268907, "clean_val_loss": 0.037418365678867374, "adversarial_val_accuracy": 14.117647058823529, "adversarial_val_loss": 0.03904876027788435, "combined_score": 38.319327731092436}, {"train_loss": 18.033658636183965, "train_accuracy": 60.625, "clean_val_accuracy": 27.983193277310924, "clean_val_loss": 0.035288642434512865, "adversarial_val_accuracy": 15.378151260504202, "adversarial_val_loss": 0.04030245312121736, "combined_score": 43.36134453781513}, {"train_loss": 17.942523829142253, "train_accuracy": 60.714285714285715, "clean_val_accuracy": 24.789915966386555, "clean_val_loss": 0.037011975200236344, "adversarial_val_accuracy": 16.638655462184875, "adversarial_val_loss": 0.041726970271903925, "combined_score": 41.42857142857143}, {"train_loss": 17.85264914376395, "train_accuracy": 60.148809523809526, "clean_val_accuracy": 24.6218487394958, "clean_val_loss": 0.03666892993349989, "adversarial_val_accuracy": 17.22689075630252, "adversarial_val_loss": 0.03822512947210745, "combined_score": 41.84873949579832}, {"train_loss": 17.793840081351146, "train_accuracy": 61.36904761904762, "clean_val_accuracy": 27.81512605042017, "clean_val_loss": 0.0353579643393765, "adversarial_val_accuracy": 16.974789915966387, "adversarial_val_loss": 0.03921050604651956, "combined_score": 44.78991596638656}, {"train_loss": 17.76615388052804, "train_accuracy": 63.095238095238095, "clean_val_accuracy": 27.983193277310924, "clean_val_loss": 0.03470187637986255, "adversarial_val_accuracy": 15.966386554621849, "adversarial_val_loss": 0.039713049535991765, "combined_score": 43.94957983193277}, {"train_loss": 17.739068276541573, "train_accuracy": 63.392857142857146, "clean_val_accuracy": 26.89075630252101, "clean_val_loss": 0.036773243671705744, "adversarial_val_accuracy": 16.722689075630253, "adversarial_val_loss": 0.03802333859836354, "combined_score": 43.61344537815126}, {"train_loss": 17.71225026448568, "train_accuracy": 63.958333333333336, "clean_val_accuracy": 27.22689075630252, "clean_val_loss": 0.03514674310924626, "adversarial_val_accuracy": 15.378151260504202, "adversarial_val_loss": 0.039594773284527436, "combined_score": 42.60504201680672}, {"train_loss": 17.685442152477446, "train_accuracy": 63.92857142857143, "clean_val_accuracy": 27.058823529411764, "clean_val_loss": 0.03679806444825245, "adversarial_val_accuracy": 15.798319327731093, "adversarial_val_loss": 0.0395034303184317, "combined_score": 42.85714285714286}, {"train_loss": 17.658222543625605, "train_accuracy": 64.46428571428571, "clean_val_accuracy": 28.907563025210084, "clean_val_loss": 0.034643986545690966, "adversarial_val_accuracy": 15.630252100840336, "adversarial_val_loss": 0.04113280532740745, "combined_score": 44.53781512605042}, {"train_loss": 17.631569054013205, "train_accuracy": 63.601190476190474, "clean_val_accuracy": 27.478991596638654, "clean_val_loss": 0.035738823493989574, "adversarial_val_accuracy": 14.285714285714286, "adversarial_val_loss": 0.038938856525581426, "combined_score": 41.76470588235294}, {"train_loss": 17.614251745314824, "train_accuracy": 64.07738095238095, "clean_val_accuracy": 25.798319327731093, "clean_val_loss": 0.036499005806546254, "adversarial_val_accuracy": 16.134453781512605, "adversarial_val_loss": 0.04115944990590841, "combined_score": 41.9327731092437}, {"train_loss": 17.605937067667643, "train_accuracy": 65.0297619047619, "clean_val_accuracy": 27.647058823529413, "clean_val_loss": 0.035577582912284786, "adversarial_val_accuracy": 15.378151260504202, "adversarial_val_loss": 0.03947075635445218, "combined_score": 43.02521008403362}, {"train_loss": 17.59791359674363, "train_accuracy": 64.58333333333333, "clean_val_accuracy": 26.134453781512605, "clean_val_loss": 0.03750988355203837, "adversarial_val_accuracy": 16.30252100840336, "adversarial_val_loss": 0.03856530790569401, "combined_score": 42.436974789915965}, {"train_loss": 17.589765403384256, "train_accuracy": 66.39880952380952, "clean_val_accuracy": 26.470588235294116, "clean_val_loss": 0.03516320961864055, "adversarial_val_accuracy": 15.546218487394958, "adversarial_val_loss": 0.039533136071277265, "combined_score": 42.016806722689076}], "0.004": [{"train_loss": 17.58196044195266, "train_accuracy": 66.69642857142857, "clean_val_accuracy": 27.142857142857142, "clean_val_loss": 0.03610907462464661, "adversarial_val_accuracy": 15.546218487394958, "adversarial_val_loss": 0.04079898525686825, "combined_score": 42.6890756302521}, {"train_loss": 17.57376505533854, "train_accuracy": 65.44642857142857, "clean_val_accuracy": 26.554621848739497, "clean_val_loss": 0.035969990842482626, "adversarial_val_accuracy": 17.142857142857142, "adversarial_val_loss": 0.040574564452932664, "combined_score": 43.69747899159664}, {"train_loss": 17.566684214274087, "train_accuracy": 65.47619047619048, "clean_val_accuracy": 27.478991596638654, "clean_val_loss": 0.03625375433128421, "adversarial_val_accuracy": 16.050420168067227, "adversarial_val_loss": 0.039173005007896104, "combined_score": 43.529411764705884}, {"train_loss": 17.560204696655273, "train_accuracy": 65.89285714285714, "clean_val_accuracy": 27.22689075630252, "clean_val_loss": 0.03525668332556717, "adversarial_val_accuracy": 15.210084033613445, "adversarial_val_loss": 0.04055957092958338, "combined_score": 42.436974789915965}, {"train_loss": 17.55844793773833, "train_accuracy": 65.6547619047619, "clean_val_accuracy": 27.563025210084035, "clean_val_loss": 0.03573791059125371, "adversarial_val_accuracy": 16.218487394957982, "adversarial_val_loss": 0.0419563764283637, "combined_score": 43.78151260504202}, {"train_loss": 17.556021190824964, "train_accuracy": 67.55952380952381, "clean_val_accuracy": 28.48739495798319, "clean_val_loss": 0.034949978559958836, "adversarial_val_accuracy": 15.294117647058824, "adversarial_val_loss": 0.04028560614385525, "combined_score": 43.78151260504202}, {"train_loss": 17.55322111220587, "train_accuracy": 67.67857142857143, "clean_val_accuracy": 30.92436974789916, "clean_val_loss": 0.033039700684427215, "adversarial_val_accuracy": 16.386554621848738, "adversarial_val_loss": 0.040866029162366854, "combined_score": 47.310924369747895}, {"train_loss": 17.551222065516882, "train_accuracy": 66.60714285714286, "clean_val_accuracy": 27.647058823529413, "clean_val_loss": 0.03539282884918341, "adversarial_val_accuracy": 15.46218487394958, "adversarial_val_loss": 0.041307780922961834, "combined_score": 43.109243697478995}, {"train_loss": 17.54913584391276, "train_accuracy": 64.58333333333333, "clean_val_accuracy": 25.54621848739496, "clean_val_loss": 0.0365442911116015, "adversarial_val_accuracy": 16.218487394957982, "adversarial_val_loss": 0.03909279438627868, "combined_score": 41.76470588235294}, {"train_loss": 17.546449134463355, "train_accuracy": 65.14880952380952, "clean_val_accuracy": 28.571428571428573, "clean_val_loss": 0.035631717754011395, "adversarial_val_accuracy": 15.210084033613445, "adversarial_val_loss": 0.04102671406850093, "combined_score": 43.78151260504202}, {"train_loss": 17.54525457109724, "train_accuracy": 64.70238095238095, "clean_val_accuracy": 28.907563025210084, "clean_val_loss": 0.03331743869460931, "adversarial_val_accuracy": 15.294117647058824, "adversarial_val_loss": 0.039676060195730514, "combined_score": 44.20168067226891}, {"train_loss": 17.543833705357144, "train_accuracy": 66.51785714285714, "clean_val_accuracy": 28.823529411764707, "clean_val_loss": 0.034196770992599615, "adversarial_val_accuracy": 15.46218487394958, "adversarial_val_loss": 0.03982825800150382, "combined_score": 44.285714285714285}, {"train_loss": 17.5432125999814, "train_accuracy": 66.48809523809524, "clean_val_accuracy": 28.235294117647058, "clean_val_loss": 0.03519682924286658, "adversarial_val_accuracy": 15.714285714285714, "adversarial_val_loss": 0.04048985753740583, "combined_score": 43.94957983193277}, {"train_loss": 17.542698106311615, "train_accuracy": 65.68452380952381, "clean_val_accuracy": 27.73109243697479, "clean_val_loss": 0.03585308259274779, "adversarial_val_accuracy": 15.798319327731093, "adversarial_val_loss": 0.04023572436901702, "combined_score": 43.529411764705884}, {"train_loss": 17.54212374005999, "train_accuracy": 64.46428571428571, "clean_val_accuracy": 27.563025210084035, "clean_val_loss": 0.03647799551987849, "adversarial_val_accuracy": 15.630252100840336, "adversarial_val_loss": 0.04006680480572356, "combined_score": 43.19327731092437}, {"train_loss": 17.540770539783296, "train_accuracy": 66.25, "clean_val_accuracy": 28.403361344537814, "clean_val_loss": 0.035564152332914975, "adversarial_val_accuracy": 15.714285714285714, "adversarial_val_loss": 0.03889727271905466, "combined_score": 44.11764705882353}, {"train_loss": 17.540568978445872, "train_accuracy": 65.50595238095238, "clean_val_accuracy": 26.554621848739497, "clean_val_loss": 0.036056662006538454, "adversarial_val_accuracy": 15.882352941176471, "adversarial_val_loss": 0.041217261602898604, "combined_score": 42.436974789915965}], "0.0067": [{"train_loss": 17.540145510718936, "train_accuracy": 66.25, "clean_val_accuracy": 27.73109243697479, "clean_val_loss": 0.035371659282876666, "adversarial_val_accuracy": 15.798319327731093, "adversarial_val_loss": 0.03976752337287454, "combined_score": 43.529411764705884}, {"train_loss": 17.539935375395274, "train_accuracy": 63.63095238095238, "clean_val_accuracy": 28.48739495798319, "clean_val_loss": 0.03469741204205681, "adversarial_val_accuracy": 15.46218487394958, "adversarial_val_loss": 0.040472986117130565, "combined_score": 43.94957983193277}, {"train_loss": 17.540018662952242, "train_accuracy": 65.50595238095238, "clean_val_accuracy": 28.73949579831933, "clean_val_loss": 0.03536149233329196, "adversarial_val_accuracy": 15.966386554621849, "adversarial_val_loss": 0.040936613683940984, "combined_score": 44.705882352941174}, {"train_loss": 17.53910693214053, "train_accuracy": 66.54761904761905, "clean_val_accuracy": 30.33613445378151, "clean_val_loss": 0.03430160474376518, "adversarial_val_accuracy": 15.714285714285714, "adversarial_val_loss": 0.03980461869921003, "combined_score": 46.05042016806723}, {"train_loss": 17.53917508806501, "train_accuracy": 65.71428571428571, "clean_val_accuracy": 29.41176470588235, "clean_val_loss": 0.03486353309214616, "adversarial_val_accuracy": 15.546218487394958, "adversarial_val_loss": 0.03967379561993254, "combined_score": 44.95798319327731}, {"train_loss": 17.539083644321988, "train_accuracy": 65.14880952380952, "clean_val_accuracy": 26.470588235294116, "clean_val_loss": 0.03599173471707256, "adversarial_val_accuracy": 15.630252100840336, "adversarial_val_loss": 0.04103167738233294, "combined_score": 42.10084033613445}, {"train_loss": 17.538751438685825, "train_accuracy": 65.23809523809524, "clean_val_accuracy": 28.48739495798319, "clean_val_loss": 0.034514237652305796, "adversarial_val_accuracy": 15.546218487394958, "adversarial_val_loss": 0.03953254863995464, "combined_score": 44.03361344537815}, {"train_loss": 17.53890720549084, "train_accuracy": 64.70238095238095, "clean_val_accuracy": 28.235294117647058, "clean_val_loss": 0.03487474938400653, "adversarial_val_accuracy": 15.966386554621849, "adversarial_val_loss": 0.03931041605332319, "combined_score": 44.20168067226891}, {"train_loss": 17.538567406790598, "train_accuracy": 66.25, "clean_val_accuracy": 29.831932773109244, "clean_val_loss": 0.034805619416116665, "adversarial_val_accuracy": 15.210084033613445, "adversarial_val_loss": 0.04040153727811926, "combined_score": 45.042016806722685}, {"train_loss": 17.53863024030413, "train_accuracy": 65.35714285714286, "clean_val_accuracy": 29.07563025210084, "clean_val_loss": 0.0338503292628697, "adversarial_val_accuracy": 15.294117647058824, "adversarial_val_loss": 0.0412296441422791, "combined_score": 44.36974789915966}, {"train_loss": 17.53825136820475, "train_accuracy": 65.98214285714286, "clean_val_accuracy": 27.73109243697479, "clean_val_loss": 0.03558618992316623, "adversarial_val_accuracy": 16.386554621848738, "adversarial_val_loss": 0.04058102619748156, "combined_score": 44.11764705882353}, {"train_loss": 17.53814660935175, "train_accuracy": 67.94642857142857, "clean_val_accuracy": 26.974789915966387, "clean_val_loss": 0.034959284698261935, "adversarial_val_accuracy": 16.386554621848738, "adversarial_val_loss": 0.039878861443335266, "combined_score": 43.36134453781513}, {"train_loss": 17.538404174078078, "train_accuracy": 65.86309523809524, "clean_val_accuracy": 30.42016806722689, "clean_val_loss": 0.034489624840872625, "adversarial_val_accuracy": 14.453781512605042, "adversarial_val_loss": 0.0398167822541309, "combined_score": 44.87394957983193}, {"train_loss": 17.537470045543852, "train_accuracy": 67.76785714285714, "clean_val_accuracy": 28.235294117647058, "clean_val_loss": 0.03628794816361756, "adversarial_val_accuracy": 16.134453781512605, "adversarial_val_loss": 0.04102642215600535, "combined_score": 44.36974789915966}], "0.0091": [{"train_loss": 17.537949425833567, "train_accuracy": 67.17261904761905, "clean_val_accuracy": 27.899159663865547, "clean_val_loss": 0.0358392543151599, "adversarial_val_accuracy": 15.378151260504202, "adversarial_val_loss": 0.039493230210632835, "combined_score": 43.27731092436975}, {"train_loss": 17.538337943667457, "train_accuracy": 64.91071428571429, "clean_val_accuracy": 29.831932773109244, "clean_val_loss": 0.03500353749058828, "adversarial_val_accuracy": 14.957983193277311, "adversarial_val_loss": 0.04206878878489262, "combined_score": 44.78991596638656}, {"train_loss": 17.53796290443057, "train_accuracy": 67.14285714285714, "clean_val_accuracy": 26.134453781512605, "clean_val_loss": 0.03611244333892309, "adversarial_val_accuracy": 16.30252100840336, "adversarial_val_loss": 0.039387363746386614, "combined_score": 42.436974789915965}, {"train_loss": 17.538389351254416, "train_accuracy": 66.13095238095238, "clean_val_accuracy": 26.974789915966387, "clean_val_loss": 0.03627182135061056, "adversarial_val_accuracy": 16.80672268907563, "adversarial_val_loss": 0.04073516541168469, "combined_score": 43.78151260504202}, {"train_loss": 17.538152513049898, "train_accuracy": 67.08333333333333, "clean_val_accuracy": 27.81512605042017, "clean_val_loss": 0.03538240184303092, "adversarial_val_accuracy": 16.386554621848738, "adversarial_val_loss": 0.0380790307742207, "combined_score": 44.20168067226891}, {"train_loss": 17.538292294456845, "train_accuracy": 65.74404761904762, "clean_val_accuracy": 29.243697478991596, "clean_val_loss": 0.0352644662897126, "adversarial_val_accuracy": 16.470588235294116, "adversarial_val_loss": 0.04160428127320875, "combined_score": 45.71428571428571}, {"train_loss": 17.537875729515438, "train_accuracy": 67.55952380952381, "clean_val_accuracy": 27.563025210084035, "clean_val_loss": 0.035888530426666516, "adversarial_val_accuracy": 15.882352941176471, "adversarial_val_loss": 0.04092755818567356, "combined_score": 43.445378151260506}, {"train_loss": 17.53845269339425, "train_accuracy": 65.77380952380952, "clean_val_accuracy": 28.067226890756302, "clean_val_loss": 0.03527496231704199, "adversarial_val_accuracy": 15.714285714285714, "adversarial_val_loss": 0.0401700632912772, "combined_score": 43.78151260504202}, {"train_loss": 17.538083485194615, "train_accuracy": 65.29761904761905, "clean_val_accuracy": 27.563025210084035, "clean_val_loss": 0.03552264045266544, "adversarial_val_accuracy": 15.798319327731093, "adversarial_val_loss": 0.0402281801239783, "combined_score": 43.36134453781513}, {"train_loss": 17.53880951291039, "train_accuracy": 65.23809523809524, "clean_val_accuracy": 27.394957983193276, "clean_val_loss": 0.03535926121623576, "adversarial_val_accuracy": 16.470588235294116, "adversarial_val_loss": 0.040311909523330816, "combined_score": 43.865546218487395}, {"train_loss": 17.53833104088193, "train_accuracy": 66.9047619047619, "clean_val_accuracy": 28.403361344537814, "clean_val_loss": 0.033987566603332006, "adversarial_val_accuracy": 15.798319327731093, "adversarial_val_loss": 0.04122520995741131, "combined_score": 44.20168067226891}, {"train_loss": 17.537637656075614, "train_accuracy": 67.26190476190476, "clean_val_accuracy": 29.41176470588235, "clean_val_loss": 0.0343317052897285, "adversarial_val_accuracy": 15.546218487394958, "adversarial_val_loss": 0.04194130236361207, "combined_score": 44.95798319327731}, {"train_loss": 17.5381470089867, "train_accuracy": 65.23809523809524, "clean_val_accuracy": 28.067226890756302, "clean_val_loss": 0.03626247834758598, "adversarial_val_accuracy": 15.714285714285714, "adversarial_val_loss": 0.0396531555832935, "combined_score": 43.78151260504202}, {"train_loss": 17.53844333830334, "train_accuracy": 65.08928571428571, "clean_val_accuracy": 28.65546218487395, "clean_val_loss": 0.033973795425992055, "adversarial_val_accuracy": 16.218487394957982, "adversarial_val_loss": 0.041148136243098925, "combined_score": 44.87394957983193}, {"train_loss": 17.538450949532645, "train_accuracy": 64.22619047619048, "clean_val_accuracy": 29.159663865546218, "clean_val_loss": 0.03417943625890908, "adversarial_val_accuracy": 16.218487394957982, "adversarial_val_loss": 0.04115640776497977, "combined_score": 45.3781512605042}, {"train_loss": 17.538197072347007, "train_accuracy": 65.47619047619048, "clean_val_accuracy": 27.563025210084035, "clean_val_loss": 0.035112410833855634, "adversarial_val_accuracy": 16.80672268907563, "adversarial_val_loss": 0.03952611394289161, "combined_score": 44.36974789915966}], "0.0113": [], "0.0133": [], "0.0151": [], "0.0167": [], "0.0182": [], "0.0197": [], "0.0212": [], "0.0227": [], "0.0242": [], "0.0257": [], "0.0272": [], "0.0287": [], "0.0302": [], "0.0317": [], "0.0332": [], "0.0347": [], "0.0362": [], "0.0377": [], "0.0392": [], "0.0407": [], "0.0422": [], "0.0437": [], "0.0452": [], "0.0467": [], "0.0482": [], "0.0497": [], "0.0512": [], "0.0527": [], "0.0542": [], "0.0557": [], "0.0572": [], "0.0587": [], "0.0602": [], "0.0617": [], "0.0632": [], "0.0647": [], "0.0662": [], "0.0677": [], "0.0692": [], "0.0707": [], "0.0722": [], "0.0737": [], "0.0752": [], "0.0767": [], "0.0782": [], "0.0797": [], "0.0812": [], "0.0827": [], "0.0842": [], "0.0857": [], "0.0872": [], "0.0887": [], "0.0902": [], "0.0917": [], "0.0932": [], "0.0947": [], "0.0962": [], "0.0977": [], "0.0992": [], "0.1007": [], "0.1022": []}