diff --git a/parity-nn/GPT_mini_Boma_larger_vocab/n_21/N_5000/lr_0.1/wd_1e-05/loss_ce/seed0_checkpoints/model_98.pt b/parity-nn/GPT_mini_Boma_larger_vocab/n_21/N_5000/lr_0.1/wd_1e-05/loss_ce/seed0_checkpoints/model_98.pt
new file mode 100644
index 0000000000000000000000000000000000000000..86ea8c83d6f2893a7bfe24bd78e92cf390af27c4
--- /dev/null
+++ b/parity-nn/GPT_mini_Boma_larger_vocab/n_21/N_5000/lr_0.1/wd_1e-05/loss_ce/seed0_checkpoints/model_98.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:463495635be8fbbba6999e6b5f600550d721543bf7c0ec2e08e5bb03af7419a8
+size 10899512
diff --git a/parity-nn/results/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_ce/seed2_checkpoints/model_186.pt b/parity-nn/results/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_ce/seed2_checkpoints/model_186.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0ede820600de5b1fe0eb6ec3e4cbcd7dfbd37c05
--- /dev/null
+++ b/parity-nn/results/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_ce/seed2_checkpoints/model_186.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a5ce7d44d9f9af22203483a7d54976068752eeb28788614a4da6e956073c7ae4
+size 85858
diff --git a/parity-nn/results/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_ce/seed3_checkpoints/lottery_model_105.pt b/parity-nn/results/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_ce/seed3_checkpoints/lottery_model_105.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e7d362fd14e62fbcb3ae32c50daa416b1ce280d2
--- /dev/null
+++ b/parity-nn/results/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_ce/seed3_checkpoints/lottery_model_105.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:498f0e900ce1582235ebf1822eb8e44609557c9ca163df698ecdcd7c8d275024
+size 40346
diff --git a/parity-nn/results/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_ce/seed4_checkpoints/model_36.pt b/parity-nn/results/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_ce/seed4_checkpoints/model_36.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9146f26aa0ef83986ca1f04e95e7a88bcdc46f77
--- /dev/null
+++ b/parity-nn/results/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_ce/seed4_checkpoints/model_36.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:13f0ffc5f942dce55e912bf2263d74ecc3c838760668f5e3460925d2b746ff8b
+size 85851
diff --git a/parity-nn/results/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed3_checkpoints/lottery_model_151.pt b/parity-nn/results/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed3_checkpoints/lottery_model_151.pt
new file mode 100644
index 0000000000000000000000000000000000000000..47750d18d4be9737d33a64b25b07ac90ec0d0ea1
--- /dev/null
+++ b/parity-nn/results/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed3_checkpoints/lottery_model_151.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bc8d0ad7a8e1230624b6f268fa06be7aed7ae9b0e910c361c1b129ef884fb573
+size 2906
diff --git a/parity-nn/results/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed3_checkpoints/lottery_model_164.pt b/parity-nn/results/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed3_checkpoints/lottery_model_164.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b3b14d797423e3c7ce5a838567bd783d42b610d2
--- /dev/null
+++ b/parity-nn/results/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed3_checkpoints/lottery_model_164.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:94c9f76b4db8c08e9630058c338ec347777f5df5cab897399f21447605e35cd7
+size 2906
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_100.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_100.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0dd7d48a866207a4a87a1ef7344268de4c420f54
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_100.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b724e1a601fc1540eb3ff1ea0f455bb4ce2843b1954732578d2c2d9395ee3b92
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_103.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_103.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d4f46673448eb3b2e540eeb500242a10c6f89b05
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_103.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6405fdb8ba3872b001da74993da7b00eb63cd523e3fcded9b33c9c3542d8e9e5
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_104.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_104.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bdb80619c99898986712e7dcd1ab0600d0ba1b86
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_104.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7af77ef1e67b529031f1cec5a88037a5294005cf9c6d2bea89b7e2585dd8130e
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_105.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_105.pt
new file mode 100644
index 0000000000000000000000000000000000000000..677197861071b145c8bec30a7e3a90d9e445d95a
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_105.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:49cff8bb27dd70869f796c6d694f7cb54d16bdf3b68559ab21b844023018c124
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_107.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_107.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3999d56c9ab9b46e5cc36cf735d56561c5d31ad3
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_107.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:83c9f69d0884d4dd79fea31dbc3ed866ae76ef62e781b481ebaf38ad0195145c
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_108.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_108.pt
new file mode 100644
index 0000000000000000000000000000000000000000..63c4b76c6bd989c51c6e01859c28e2b6b9d04333
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_108.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a5573b1d385395813f449f126493546fdfc8bf5c15a8c91d25a98b9a9b65a97f
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_109.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_109.pt
new file mode 100644
index 0000000000000000000000000000000000000000..35ed0f1a347c6b09ef172fb9a4eeb7e4d8c6dcc3
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_109.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:311d266d7b3c179e105e0db861e74fa97946e08c321f6eabd8ef5eaade7abb8d
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_110.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_110.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6ece40a92fe339b3f4cb2033a32adc4007df9f35
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_110.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d5eeff513ce1e6d8da0a794df0cded79cbe1d749d44f6d1a7337075a50829ddf
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_111.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_111.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d9e75f0b9fad105ea3f322df53186cabf782c895
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_111.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d5b1bc2a7c884261038e9d6f46472b8569cad62e3b4a8ba610b364107711ec58
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_112.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_112.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7da1249098457829aacbaa2bbd0cc14c0bb503e7
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_112.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c3beee34c389981a799849baa95e9f9d2dcf9a5603e18a3176901a4a661a583a
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_113.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_113.pt
new file mode 100644
index 0000000000000000000000000000000000000000..27b87339547034e7e86f13dccc9968db3ae46dd4
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_113.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f2d1aafa402641ce8928e726402d27229c8a73284ad82c806d1aea1732f45278
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_114.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_114.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5fdf5ac63d4096cc240a09f98380f2e6ca039a9a
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_114.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0314bfdac4531b665075915ed323a4fc3496c7e9d337ad1032a000583213f019
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_115.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_115.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7e15460a46b8d31006bc766f6b51225b58e30387
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_115.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c2efa5ea388d87800784496f5fd517d1ca29cac8939f225d6187d90430276e8e
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_116.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_116.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3e119d50b8985398b9961580b5deebd62edf4eb6
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_116.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9974ea78b2cfcca62338d25d2a369201a786c4e8846de75a31abf315466296fd
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_117.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_117.pt
new file mode 100644
index 0000000000000000000000000000000000000000..519f69f19dd4b1528d4e9e645bcf90d2720968c1
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_117.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:96fe7dd4860d13accacd5a23a42488a3453d7b939f88bfabe9aaa8776f5d6d5d
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_118.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_118.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8046417f84213848816cc5bb13ea4b6888c28b27
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_118.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d3e206a01e4e2eb63392d44683dbcf5b975e27df80e65b9ad130cc188e2fe31d
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_119.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_119.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e4ffdb70b2e4fe88aaa509762a096c310410075f
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_119.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:518ae034659b11b37d2745459aaf799590aa891dc2e1114e941a8c3aade626aa
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_120.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_120.pt
new file mode 100644
index 0000000000000000000000000000000000000000..745e025683f66f335d37ad242e2d86993e8a8080
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_120.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f280ee5e2aa2b91db83f65abd6184ed16d8fe7d6f2594f7dc25d62d61f50af07
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_121.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_121.pt
new file mode 100644
index 0000000000000000000000000000000000000000..09aba2ceb9939365d6345032775ae1cde2a9a123
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_121.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:effe6e9b82143c81495a45d48123cdfb85dec44caaa24aa3360316a42fe129e0
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_122.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_122.pt
new file mode 100644
index 0000000000000000000000000000000000000000..49359779ab431808c278f757888b96aa949a6c85
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_122.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:81387bd8d66f76e34478b7fb39bcb0a68c792ced05d60cf869bfca1cd40a6481
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_124.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_124.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4421f5b62fbced4641c2702612233ef426a5189e
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_124.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:47df3a47190cc8b2ef2f36e4d0aad0162890722f862f720cbf08f1353614764b
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_125.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_125.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3b0befb9b8fa8f5b22302914ea90ccbf804a86a4
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_125.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:356bb026d2a19e0426cf51d7bc3dc1daadc111c3b0a7e5a856ae2a4d46d4c21b
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_126.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_126.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2c2fa66643343b1e5d49b65c73102295ef49f3ca
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_126.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:10545e37306b6ee11a04e47b62f40194d8824b3d682a067de6d79815ca93d07a
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_127.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_127.pt
new file mode 100644
index 0000000000000000000000000000000000000000..decb3ae1b99e730824ca71b50f961f27bf81d5cc
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_127.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fee6f7410482905bb0aacc7a0f1e2e8fc23a8a208ef24c82649e3485791fb22d
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_128.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_128.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fb50becdacb7e027fac7ba6ce0228cafe371fe25
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_128.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6d32153d4d794e5ed86b713a14d7fdc80bdf691dc93ab367f3d428bc5a91ca0d
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_129.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_129.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9ea31d7dea8a74fae3428707e4e572dc51c30989
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_129.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:08a325e604137676d0eaab867ccbf4b45a21f88856167c1c419e2b4beb1207e2
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_130.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_130.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ec674377e33d6f08a365eaa0250059b66bd05f96
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_130.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:02fd57ede3fb9c0aeeba49c28dcc2a54fdf28390fb289e7316f49a5273d52db1
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_131.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_131.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2f5d77e211e6ca8f47ef5ba89f74e0cdd6eb7486
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_131.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2300cbbd1349f0c9459c96976679eed17df5b1668b132cd5b11abb5d815f18fd
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_132.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_132.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3a8af5735136ef5fc8a489527beb29483d86c7a1
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_132.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9e777a9b15a5ec31732911845aa7eacb8f470a5b6f1f48eda84f33b8852f85c0
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_133.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_133.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ddb72c15adba6c974d61d7c6b8ebbdbc74096d34
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_133.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e5cc4d609d1f3bf3e93053526854ff2d7ba6a1b760705554e0130bba84a816fa
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_134.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_134.pt
new file mode 100644
index 0000000000000000000000000000000000000000..7312d06e077f6eabc1ec9c30eeda7cf08cb8fc19
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_134.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c7c3c9f2993a078fd6fe2b96ca3836804bf2d39bec1a5225035f8ca4daeffe5e
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_135.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_135.pt
new file mode 100644
index 0000000000000000000000000000000000000000..be98a83bbdb01bf7350173360272f7ca87999f2e
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_135.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cb896e662f7c1f9e72fed56834a509255995bcf4aab6be1af4a4c9efccc89dc3
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_136.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_136.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cbdc070b7d2ea4138127fbfa46a863046c0e373f
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_136.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:340eb3ca85904b063ac1849c271d25f79332f15a0b87acc653efedd807b68f2b
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_137.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_137.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b920ea15e94576c76cf838ac624b79e4d6860637
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_137.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0449bcffd1012ba10930d5c80988a81913e74ae111a848c0dd257a1b4c53bfb6
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_140.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_140.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4c8b8ce3268ac46aef8be4549e9010e0ef1068fb
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_140.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e602d05d45656ae1cdb1d99c12cd90242c91ce62ba03bdbe2e64a20f760501dc
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_143.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_143.pt
new file mode 100644
index 0000000000000000000000000000000000000000..82bc1e1997f50274e69eca55abeaa532fae1d6fe
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_143.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:615fd1bd64ecd10d07dd7cef1769f66664b4992d178777923de88d5a6a548db2
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_144.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_144.pt
new file mode 100644
index 0000000000000000000000000000000000000000..608ce34e5c8e71f78e93fc8361cd5909a28a4fda
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_144.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fd6dc17760283e589d420dc086603b42e8a5b2738873ecb76af6d28ef2750a25
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_145.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_145.pt
new file mode 100644
index 0000000000000000000000000000000000000000..901d1b4d2d63506305373754111812e41d0c4ec0
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_145.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8bebc693364f3d4ba4a2e536f84d6d61dd9c5d17c18ac4cb4a6189d15799feb4
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_146.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_146.pt
new file mode 100644
index 0000000000000000000000000000000000000000..62f6ad0907d227d745f94dbe7f2dd34207040974
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_146.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6b984118878541213ce0c987dcf7878f2e78816e7ff614099861f304d28ba30b
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_147.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_147.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ef6aeb9b301ec9fa7d58befe6ab774453409735a
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_147.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bef1fec2cc46490a2f3f7aac6bdda26e95e1906e2bb8bf748faeba80b9c4bb87
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_149.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_149.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3f4631fcf21ee9bbf4d9456e3d140a65a0f2731b
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_149.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2168e494a513695ecfe5d3ccbcb96a89be55ce5cc391032baa49ec242cfd9376
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_150.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_150.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2fdcd170d64a02968d87785eb3832603315aace2
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_150.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e3d49017f53b15f2d1660fa13e6a6c1ab5291e8221bf282e350c439b2d17d990
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_151.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_151.pt
new file mode 100644
index 0000000000000000000000000000000000000000..886838a32a5558e0ab8cf8151b0214167e727b4d
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_151.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4e3ebcb74a79b35d60a1bc412623c11277d39b0e0cbd251f7e8c5370d6e23015
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_154.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_154.pt
new file mode 100644
index 0000000000000000000000000000000000000000..10fdb8ac6ba16ab480df06362aecf147e5d747f3
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_154.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7a411394dc64cb4089597797e691a6c2137a14cdff73d9105ceb1030cc723e5f
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_159.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_159.pt
new file mode 100644
index 0000000000000000000000000000000000000000..75449064c41eb0f0ec4000362e6783d13bb9e02d
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_159.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ba04307ad07fe76c6d1705424f28256e14080874e16111ab45dbd6d2f3f8f0d6
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_160.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_160.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8bc891b4f1de0f51a6b0738a1081ca94d5c10110
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_160.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f25a782b9969c50110aea77e8c85fa8412859950be9a5033aa92e7d5ec30eb55
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_162.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_162.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4843153d279b4fea21bf8b62940dd23656922714
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_162.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:025dac3e4acde9c4c35360350fdd8af42703fd97131224c26548903a50309cd3
+size 2658
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_85.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_85.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c1ba4adffdd2222e01b9def92357d17020f5b82b
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_85.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1007d4d88abdfe4cef51afb1a1ca670a4f87e8445319acc19a34e05180b17589
+size 2651
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_88.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_88.pt
new file mode 100644
index 0000000000000000000000000000000000000000..095708716fecd71822491e508e83a6b1ee34cc21
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_88.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:326407fcbb3f02385220cb782a98fb3548abace6f636cbac778172df29814ab6
+size 2651
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_90.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_90.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5d8019da7cde5da2267af34c0c2d28a1ad10fc69
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_90.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d5f72b781a506b966270966e54744f730b79cf45d53ba35431dfae0389f3d554
+size 2651
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_91.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_91.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8a2dbc5fc2933a3610af8c7a59751446fc2e8e9a
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_91.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5b93a92c55ac505ee7409ca596fc823cb8ee339ac1eac7497d83ce7dc94f2fab
+size 2651
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_92.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_92.pt
new file mode 100644
index 0000000000000000000000000000000000000000..089af7e5296afe47ffd57e4b9e5228193098589f
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_92.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f399f4a7a13ab1fc39493bf4291e7383b41b893a99c2f68edd5b2dd6d7dab82e
+size 2651
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_94.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_94.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9ba72c1e4826c527382ee25d9b50d35bb6a00a6d
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_94.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5aa139d844927019981b19d372615d8899a5d0e302c12a27b9760f33b7a2adc1
+size 2651
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_97.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_97.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f11c98bf9ad338e3185a085c3e08dd303b1ca76d
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_97.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c7391a5d685a3fcd9fba72423cd86b16c1c74e25e7a6520491c0b939cf24ac20
+size 2651
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_99.pt b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_99.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b87343f47f05b23985d4482feaef2744afe1d0ef
--- /dev/null
+++ b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/seed4_checkpoints/model_99.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:72f9b9e9b57ce82b11d1dda55f5e8728a0439c420db93412f4bc0fa54e08ebe5
+size 2651
diff --git a/parity-nn/results_new_optim_train_2k/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_1000/loss_hinge/optim_sgd/momentum_0.0/scheduler_False/seed9_checkpoints/model_100.pt b/parity-nn/results_new_optim_train_2k/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_1000/loss_hinge/optim_sgd/momentum_0.0/scheduler_False/seed9_checkpoints/model_100.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9af87feef2d58821f3f9bc18bc77383d5c964009
--- /dev/null
+++ b/parity-nn/results_new_optim_train_2k/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_1000/loss_hinge/optim_sgd/momentum_0.0/scheduler_False/seed9_checkpoints/model_100.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:412b5275a8962b2bcce36ecc343281b9d867b2ca068b915b9d079b8129e76082
+size 89826
diff --git a/parity-nn/results_planting_NEW/plant_epoch_1/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_14.pt b/parity-nn/results_planting_NEW/plant_epoch_1/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_14.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ad466575c25d074b56811d005e40e8f705bd0dd1
--- /dev/null
+++ b/parity-nn/results_planting_NEW/plant_epoch_1/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_14.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:97646990ee4c48c50b000a1cd72e634026043ba2ff7557c5c6d43d36bb0b9b50
+size 3611
diff --git a/parity-nn/results_planting_NEW/plant_epoch_1/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_59.pt b/parity-nn/results_planting_NEW/plant_epoch_1/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_59.pt
new file mode 100644
index 0000000000000000000000000000000000000000..56e8e2e36c3d6b9aabeb78bf225b7bdaa2e164ee
--- /dev/null
+++ b/parity-nn/results_planting_NEW/plant_epoch_1/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_59.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:755894512eab7bb90382f99b9568b068f31cfce4f61555e676b257be57b09f5e
+size 3611
diff --git a/parity-nn/results_planting_NEW/plant_epoch_100/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_290.pt b/parity-nn/results_planting_NEW/plant_epoch_100/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_290.pt
new file mode 100644
index 0000000000000000000000000000000000000000..61d430ca44de417da12fc497493b40c8dad27307
--- /dev/null
+++ b/parity-nn/results_planting_NEW/plant_epoch_100/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_290.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:be7d573b08d59a278bd5c6ec867c5d56037882360d6e0d1399c01862823d7bef
+size 3618
diff --git a/parity-nn/results_planting_NEW/plant_epoch_100/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_157.pt b/parity-nn/results_planting_NEW/plant_epoch_100/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_157.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a702509ba056250cfc8225aa3eb2a137d9935a36
--- /dev/null
+++ b/parity-nn/results_planting_NEW/plant_epoch_100/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_157.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:80a59a64b784203b7b33cd6ffb57bb42588a8d1a20d1066774a439bddc52a817
+size 85858
diff --git a/parity-nn/results_planting_NEW/plant_epoch_100/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_291.pt b/parity-nn/results_planting_NEW/plant_epoch_100/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_291.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a1516d4e94c5b47c46e122cea2adfd0c18b51183
--- /dev/null
+++ b/parity-nn/results_planting_NEW/plant_epoch_100/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_291.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5d9ace4b74a9c4404da087a71d7267a3ddfed887c082cac304f3c80b2f2cf7a4
+size 85858
diff --git a/parity-nn/results_planting_NEW/plant_epoch_150/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_217.pt b/parity-nn/results_planting_NEW/plant_epoch_150/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_217.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8dc34ac714fac7d2c41eb25a263b4cdc212750bc
--- /dev/null
+++ b/parity-nn/results_planting_NEW/plant_epoch_150/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_217.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:22e5635e68dbb70dacd005027f88ed671252568a0509be16475a7ff0a4e177dc
+size 45858
diff --git a/parity-nn/results_planting_NEW/plant_epoch_5/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_130.pt b/parity-nn/results_planting_NEW/plant_epoch_5/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_130.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4d5f2c24b0ca5d3f51f7624ed4fda6b676d30842
--- /dev/null
+++ b/parity-nn/results_planting_NEW/plant_epoch_5/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_130.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a43bf556923b885f2b6b8aae6617f852645036bac7f3e2d4c12f69cb06a0ace4
+size 45858
diff --git a/parity-nn/results_planting_NEW/plant_epoch_5/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_212.pt b/parity-nn/results_planting_NEW/plant_epoch_5/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_212.pt
new file mode 100644
index 0000000000000000000000000000000000000000..866f633d92da882674c4b5f2574a3c02709d9402
--- /dev/null
+++ b/parity-nn/results_planting_NEW/plant_epoch_5/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_212.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d778f4e347bf7d69f9404922948f08978416ccee53b7fa43b5236815385ce9b0
+size 45858
diff --git a/parity-nn/results_planting_NEW/plant_epoch_5/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_278.pt b/parity-nn/results_planting_NEW/plant_epoch_5/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_278.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1bc016ab5c19c9a69ad381c4b61127dcd0b67e55
--- /dev/null
+++ b/parity-nn/results_planting_NEW/plant_epoch_5/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_278.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2a3f492e5cf76955c749d91dce62ff4496a69e4fb2a1ca57aea268cfe316bc2d
+size 85858
diff --git a/parity-nn/results_planting_NEW/plant_epoch_5/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_72.pt b/parity-nn/results_planting_NEW/plant_epoch_5/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_72.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5226dad5077999864b15f2c58b9489b4497e06e5
--- /dev/null
+++ b/parity-nn/results_planting_NEW/plant_epoch_5/n_40/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_72.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:af23c0a2acda932ff2250c08534171c82b10f8899792a67e049764ecc0ad4981
+size 85851
diff --git a/parity-nn/results_planting_NEW/plant_epoch_50/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_26.pt b/parity-nn/results_planting_NEW/plant_epoch_50/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_26.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0497fcf151e186f4c718f58655e6c1600f2bba6b
--- /dev/null
+++ b/parity-nn/results_planting_NEW/plant_epoch_50/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_26.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:41ca0868ab70ddf0f99e30b201af24250dd43989276ce5b1bf5846848de07c0d
+size 3611
diff --git a/parity-nn/results_planting_NEW/plant_epoch_50/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_36.pt b/parity-nn/results_planting_NEW/plant_epoch_50/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_36.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c795e02c0aa54d32a18b381b742036e86070b3c5
--- /dev/null
+++ b/parity-nn/results_planting_NEW/plant_epoch_50/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_36.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:57445eb7832bf05e1a19ac00d7da327bfc182c6bb0923aac60832b828b011642
+size 3611
diff --git a/parity-nn/results_planting_NEW/plant_epoch_50/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_37.pt b/parity-nn/results_planting_NEW/plant_epoch_50/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_37.pt
new file mode 100644
index 0000000000000000000000000000000000000000..925f20ca02bf1d0b9d5944d0a9cfb76764276143
--- /dev/null
+++ b/parity-nn/results_planting_NEW/plant_epoch_50/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_37.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:641a7c9991759d00b1ea20e9874caed0767d3d09d2f408839dcb250cb083afd2
+size 3611