diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_46.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_46.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3be041ece17ef1e9dbac5908df40ebb529ebbb92
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_46.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_others/figures/proj_all_top_id_742.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_others/figures/proj_all_top_id_742.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..bda53f24e985bbcf9c8df419a1e2c75e4c6855f1
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_others/figures/proj_all_top_id_742.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/comp_others/figures/proj_all_top_id_189.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/comp_others/figures/proj_all_top_id_189.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..e40da0bf8c455e9caeb8f62efc2624f320752fbc
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/comp_others/figures/proj_all_top_id_189.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/unidir_proj_bottom_2_id_112.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/unidir_proj_bottom_2_id_112.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..493963e90887f0bb94d4b7efc26aa4ab38192a28
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/unidir_proj_bottom_2_id_112.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_1_id_6.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_1_id_6.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b8b25ab6d600ea87139de927f789b82e94aca931
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_1_id_6.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_2_id_6.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_2_id_6.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..0a8d8d90ce629e19a1a563efde8ae042e4efda35
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_2_id_6.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/figures/unidir_proj_top_2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/figures/unidir_proj_top_2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..2a99c31756bee00c563385ca10b5ab3a369a39ce
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/figures/unidir_proj_top_2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_1_id_290.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_1_id_290.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..c6c13e38923736a59c07b1d81d22fc1d1a74f21a
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_1_id_290.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_0_id_45.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_0_id_45.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..051b5d5fdca193c7cd176848d14d0252252bfd2a
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_0_id_45.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_2_id_31.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_2_id_31.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..0f86482c0650404166d7987806a6c20aed14c7da
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_2_id_31.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_181.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_181.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3c36c479a23fc6cf1e15a8afbb642927fce73e86
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_181.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_152.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_152.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..0f85eef86dd551c810ea7e217dfeb9b9184532dc
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_152.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_1_id_191.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_1_id_191.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..78f78530efc2e10309576217e7d6eacfb2228608
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_1_id_191.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_0_id_591.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_0_id_591.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..52f08250f996cdb251f00ec6700dd51bd25b8aea
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_0_id_591.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_252.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_252.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b9c3da9a866c4edaf65da3709ea6ece3a8d30a09
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_252.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_591.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_591.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..4e1dd8d021c1680289fc7994642f6e2a58e17f89
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_591.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/figures/unidir_proj_bottom_1.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/figures/unidir_proj_bottom_1.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..903ac7e704141dee8d1d005f31eaac3618445760
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/figures/unidir_proj_bottom_1.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_others/figures/unidir_proj_top_0_id_22.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_others/figures/unidir_proj_top_0_id_22.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ed252278c1e044286581e65ec4a50adb44cd6e65
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_others/figures/unidir_proj_top_0_id_22.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_others/figures/unidir_proj_top_1_id_107.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_others/figures/unidir_proj_top_1_id_107.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..213fbcd6db48d074b69927aaa4b79ac4cd25d09d
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_others/figures/unidir_proj_top_1_id_107.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/norm_all_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/norm_all_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..13f9eee5bb8ec924bb022d977f55bb0cb4d8ac5e
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/norm_all_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/norm_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/norm_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..7b7172d39775e1a895432096f0d3c0fb8774f349
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/norm_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..898781177da2d81679f2db447a1681e0d8cb3091
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b3279fdbc8a5b59b3828951ad54c914680b1ed1e
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_1_id_54.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_1_id_54.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..cd519e8a30609cf87b70e4b09b469f92e1799966
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_1_id_54.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_2_id_46.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_2_id_46.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..8ae727653867b74fcad84c4fda296de951ef8b84
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_2_id_46.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_123.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_123.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..14d49fe64e7c9fabc9ae3d5cfffe2604fe54f845
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_123.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_0_id_107.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_0_id_107.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..fd08a422a5c96c4b56ede46c7cfaf6a5da720230
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_0_id_107.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_52.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_52.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..392018d164c2d74a121e2cf423f1e8f49f308666
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_52.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/comp_others/figures/unidir_proj_top_1_id_26.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/comp_others/figures/unidir_proj_top_1_id_26.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..fa0eb33f27759224a180c9cc1e89f2e1aa48eb85
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/comp_others/figures/unidir_proj_top_1_id_26.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_156.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_156.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..d162c350c07f02f60cc16ba4e4722b70955646e5
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_156.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_others/figures/unidir_proj_bottom_2_id_58.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_others/figures/unidir_proj_bottom_2_id_58.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..1a8e251e750524988217688a9578e1d716dd815f
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_others/figures/unidir_proj_bottom_2_id_58.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_1_id_47.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_1_id_47.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..9d15fd88735403b156032bc6b122369f32c5aefc
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_1_id_47.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_386.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_386.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..8cbea7d62b9ea222c491e77346449c414840605c
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_386.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_0_id_558.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_0_id_558.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..aacc3cab2ec509b74f0e2910342aca04bac9f57c
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_0_id_558.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_0_id_63.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_0_id_63.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ae6d077d1f9f1d2c911a772ce6b6cffb5a96b9df
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_0_id_63.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_others/figures/unidir_proj_bottom_0_id_178.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_others/figures/unidir_proj_bottom_0_id_178.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3b5fd6cb5d0be0892827666cbff73d1cbf31b882
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_others/figures/unidir_proj_bottom_0_id_178.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_0_id_188.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_0_id_188.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..5be499c6c06408c2a965829d529f64a622f58551
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_0_id_188.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_2_id_59.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_2_id_59.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ad151f548da252a787409cf79be51af59781cb52
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_2_id_59.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_others/figures/unidir_proj_top_0_id_54.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_others/figures/unidir_proj_top_0_id_54.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..2965e1a81bee3e1fa50811e21516c2d204af7629
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_others/figures/unidir_proj_top_0_id_54.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_others/figures/unidir_proj_top_2_id_138.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_others/figures/unidir_proj_top_2_id_138.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..123b72818793d5accdd81446e5d1087430cfcd6c
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_others/figures/unidir_proj_top_2_id_138.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/figures/proj_all_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/figures/proj_all_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..42b5f8ba689d2721232db69ad95583fad67ffc4f
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/figures/proj_all_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/comp_others/figures/proj_all_bottom_id_19.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/comp_others/figures/proj_all_bottom_id_19.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..363ad48c0752a85ca7da0302b5ecfcd612e38587
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/comp_others/figures/proj_all_bottom_id_19.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_1_id_74.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_1_id_74.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3918990f9efc0b60f2f69f80c20142a7f509138f
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_1_id_74.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_0_id_201.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_0_id_201.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..a0a5e1cfac89dd14900e983d8d44727c57d977e8
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_0_id_201.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/figures/norm_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/figures/norm_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..837ebd13e5a1d8f311f6a77ae8a113b7060e32fc
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/figures/norm_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/figures/unidir_proj_bottom_1.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/figures/unidir_proj_bottom_1.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..8a21e37a7de5718e0b1482695cb2de268381a8fb
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/figures/unidir_proj_bottom_1.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_63.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_63.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b52edbdd05b9d3464eb60f73405b8a479df510ee
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_63.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/comp_others/figures/unidir_proj_top_0_id_83.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/comp_others/figures/unidir_proj_top_0_id_83.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3780086b05024877daae1ab879184dd749c90d4a
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/comp_others/figures/unidir_proj_top_0_id_83.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/proj_all_top_id_70.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/proj_all_top_id_70.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..21f7d9eb1ddfba742bb1e0ca0258cd2685a7adcc
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/proj_all_top_id_70.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/unidir_proj_bottom_0_id_14.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/unidir_proj_bottom_0_id_14.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..2aa0166c56964d0f8eb924b4e11b17c0f8705ec8
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/unidir_proj_bottom_0_id_14.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_260.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_260.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..20b588382f54e32061c0c069bd2c7d7ed5bae1c9
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_260.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/comp_others/figures/proj_all_top_id_129.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/comp_others/figures/proj_all_top_id_129.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3a4bd64862c066074649aa2823d9fdbe40dd55ef
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/comp_others/figures/proj_all_top_id_129.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_0_id_69.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_0_id_69.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..d5af6e15f29879b77af0c07bce19a999cce7def8
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_0_id_69.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_155.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_155.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..20c63585853a1f58322cdbcd9622cec2078d862e
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_155.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/norm_all_bottom.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/norm_all_bottom.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..8e33e369a88e8a82e0c3d85740c04fb65c4f56c6
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/norm_all_bottom.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/unidir_proj_bottom_0.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/unidir_proj_bottom_0.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..a7e7f599ec29a9cf8f98557637cb4a144285a844
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/figures/unidir_proj_bottom_0.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_others/figures/proj_all_top_id_129.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_others/figures/proj_all_top_id_129.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..cb532b5cd0db279cd497b5efb2afe34b39601482
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_others/figures/proj_all_top_id_129.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_others/figures/unidir_proj_bottom_0_id_13.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_others/figures/unidir_proj_bottom_0_id_13.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..40375ad543b66b7de82a813b9c9f588422a892cc
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_others/figures/unidir_proj_bottom_0_id_13.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_2_id_177.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_2_id_177.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..d7e1336879e8bd1c8e46fb0774664918016800e1
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_2_id_177.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_412.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_412.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..9b275dce89423e5a7c523978592915d7a010c105
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_412.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_attn.weight/comp_others/figures/proj_all_top_id_153.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_attn.weight/comp_others/figures/proj_all_top_id_153.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..c4b62a2a1a2b91769f2b6bab82fc0013e5afaf1a
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_attn.weight/comp_others/figures/proj_all_top_id_153.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_1_id_162.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_1_id_162.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..24676304f234244793e6f1668cd259fc52231e62
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_1_id_162.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_2_id_162.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_2_id_162.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..d209dca27d0f9d1e1694adfa4d8f7137b45c840c
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_attn.weight/comp_others/figures/unidir_proj_bottom_2_id_162.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_others/figures/proj_all_top_id_139.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_others/figures/proj_all_top_id_139.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..8bc6020df775bd2637a38d6512e2f128edbc68b9
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_others/figures/proj_all_top_id_139.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_125.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_125.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..31420de6751d6c638b5eb8bf79d751153705f57f
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_125.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/comp_others/figures/unidir_proj_top_0_id_118.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/comp_others/figures/unidir_proj_top_0_id_118.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3bff3f33ab903d0ce1f9f0a7e72d4bf655dabe70
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/comp_others/figures/unidir_proj_top_0_id_118.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/figures/unidir_proj_top_2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/figures/unidir_proj_top_2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..19a43f7f82809ad7cc7fa6b827c107618a367964
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/figures/unidir_proj_top_2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..9d15e383e91d6385dda483397e8e8287512559a9
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_others/figures/unidir_proj_bottom_1_id_2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_others/figures/proj_all_top_id_39.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_others/figures/proj_all_top_id_39.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..a67e0394da05b55fc6a7300055673e61b006ee7a
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_others/figures/proj_all_top_id_39.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_others/figures/unidir_proj_bottom_0_id_157.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_others/figures/unidir_proj_bottom_0_id_157.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..4012fbb98037efe21456ea825881910372992a42
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_others/figures/unidir_proj_bottom_0_id_157.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_0_id_129.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_0_id_129.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..f5201fb387cbb9c100ceb0204ad9917225911bfe
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_0_id_129.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_0_id_429.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_0_id_429.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..c5fff9acf0cfd761c311ee799f25180791ff105f
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_0_id_429.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_0_id_684.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_0_id_684.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..d6e2f6f52667e8d2de9bfad85b8fbb2efd9390e7
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_0_id_684.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_524.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_524.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..4ef076b69a66c58cf74cfd3bb718eb5d80c8b8c0
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_bottom_2_id_524.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_1_id_408.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_1_id_408.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..1e317afe4a24c3b355f8d2fe6a846ccd5f752d8e
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_1_id_408.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_others/figures/unidir_proj_bottom_2_id_153.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_others/figures/unidir_proj_bottom_2_id_153.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..988ab8970050aac8e5b7625ed79efa030e676c58
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_column/n_21/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_others/figures/unidir_proj_bottom_2_id_153.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/comp_others/figures/unidir_proj_top_1_id_244.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/comp_others/figures/unidir_proj_top_1_id_244.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..0696c6c0770b800c86f003e0372c9f0fec2713ed
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/comp_others/figures/unidir_proj_top_1_id_244.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/figures/unidir_proj_top_0.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/figures/unidir_proj_top_0.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..87596275916b8ba38385b834c8d32685e9372d75
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/figures/unidir_proj_top_0.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/comp_others/figures/unidir_proj_top_1_id_54.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/comp_others/figures/unidir_proj_top_1_id_54.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..0d36eb031c4e3e97b5c6837f24fa98859d5324c4
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/comp_others/figures/unidir_proj_top_1_id_54.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_54.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_54.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..1ece385521d2cb659badabf98a8c1e2294bc1706
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_54.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/proj_all_top_id_634.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/proj_all_top_id_634.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..9d9907cbe8d1b451803afc72fea95e758d9a6bf5
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/proj_all_top_id_634.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..a8bf0591ff7d1ca69b047cca46f1554408aabcc3
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_others/figures/proj_all_top_id_1.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_others/figures/proj_all_top_id_1.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..f1430a07bec78883587a44c419e64b8c05d66efb
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_others/figures/proj_all_top_id_1.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/figures/unidir_proj_top_2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/figures/unidir_proj_top_2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..16e4010fa84d9fe228facbebf8c1ac167be96e93
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/figures/unidir_proj_top_2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/comp_others/figures/proj_all_top_id_517.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/comp_others/figures/proj_all_top_id_517.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..d3fe166cda5ee31abc4ff2db38ed94900f5a6e9e
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/comp_others/figures/proj_all_top_id_517.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/figures/unidir_proj_top_0.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/figures/unidir_proj_top_0.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..664a860dba220d8acae9f7793897d948d6ce1653
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/figures/unidir_proj_top_0.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_0_id_317.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_0_id_317.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..788dfff2ec67bf9683d04d669f1c6045a99132e0
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_0_id_317.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_0_id_516.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_0_id_516.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..960c704c006d3161a278d0b40595b14b5aa1f0a4
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_0_id_516.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_2_id_461.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_2_id_461.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..c3c22cd9ff281c001255ed94506fa0eeccc4036e
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_2_id_461.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_98.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_98.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..800b84b022f87d8afc1cf04dc7a67dbccfda3c13
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_98.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_others/figures/unidir_proj_top_1_id_47.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_others/figures/unidir_proj_top_1_id_47.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..5ecc36e5d98c1eba9915c09cd51c1a2d4cededec
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_others/figures/unidir_proj_top_1_id_47.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_47.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_47.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..62ed318be3f18f3d867bb900ef9ec3c4fc2182bc
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_47.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_49.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_49.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..432344453582559d6b4e491b9ba7e887694df0c6
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_49.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/figures/unidir_proj_top_1.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/figures/unidir_proj_top_1.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..46b1c2c20b7952d9236ab9f2f36c045586c74215
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/figures/unidir_proj_top_1.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_others/figures/proj_all_top_id_468.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_others/figures/proj_all_top_id_468.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..a1f2d71525dd10f8c1c6f4e6feceb0154544bbb7
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_others/figures/proj_all_top_id_468.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_others/figures/unidir_proj_top_1_id_468.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_others/figures/unidir_proj_top_1_id_468.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..bdfedab61903930cccac9393617b268508046888
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_others/figures/unidir_proj_top_1_id_468.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_2_id_299.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_2_id_299.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..bef1382d918db8635447db2b05aefbd6b778058e
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_2_id_299.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_others/figures/proj_all_top_id_159.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_others/figures/proj_all_top_id_159.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..0de2398c85079919d868b0f29c6aa4291f1e69f4
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_others/figures/proj_all_top_id_159.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_others/figures/proj_all_top_id_28.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_others/figures/proj_all_top_id_28.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..daeb70e00c0ebd3656853ab034ef6841301fb81b
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_others/figures/proj_all_top_id_28.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_1_id_114.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_1_id_114.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..2b8ae7e4faa3505e1b81ae337098434e6429d401
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_1_id_114.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_0_id_41.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_0_id_41.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..6c4c2b64cda8da9dfbab2046ea731a626f918d66
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_others/figures/unidir_proj_top_0_id_41.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_0_id_153.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_0_id_153.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..de01518aa83fdf2303b20f832940524152f0e977
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_0_id_153.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_73.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_73.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..919094644a34519d9f72b4a0af5cbf5bea300c4a
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_73.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/comp_others/figures/unidir_proj_top_0_id_477.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/comp_others/figures/unidir_proj_top_0_id_477.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b72dbda2ad1995067c7b456d4472cbaa6f52a752
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_attn.weight/comp_others/figures/unidir_proj_top_0_id_477.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_others/figures/proj_all_top_id_159.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_others/figures/proj_all_top_id_159.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..bcabe57199de6380db2bb19f646acd36e282896d
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_others/figures/proj_all_top_id_159.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_others/figures/unidir_proj_top_1_id_484.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_others/figures/unidir_proj_top_1_id_484.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..6c8e8d02a12d9ce39baf0505ef8e146dcb9b61cb
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_others/figures/unidir_proj_top_1_id_484.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_others/figures/unidir_proj_top_2_id_484.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_others/figures/unidir_proj_top_2_id_484.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..c7656af78bf92cd1e1d6367f98ab4fbf2e4c2c15
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_others/figures/unidir_proj_top_2_id_484.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_fc.weight/figures/proj_all_top.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_fc.weight/figures/proj_all_top.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..9a26f4ce7830453d5bf6923680164cc0433bb5b3
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_fc.weight/figures/proj_all_top.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_129.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_129.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..e5f236b5e22e032a3bee1172128c197c30fdd222
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_others/figures/unidir_proj_top_2_id_129.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/figures/unidir_proj_top_2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/figures/unidir_proj_top_2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..e29ad177818d86f8b0565f0c9334fe76d4c2e2af
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_best_sol_mod/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/figures/unidir_proj_top_2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_coop/figures/unidir_proj_top_2_id_85.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_coop/figures/unidir_proj_top_2_id_85.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..2718d355ace8baceda44ee65df40f81c7f13d357
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/comp_coop/figures/unidir_proj_top_2_id_85.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/figures/norm_all.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/figures/norm_all.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..1aa010e3626ac750fd5e61cbfa52b5cf5c93feda
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/figures/norm_all.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/figures/proj_all.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/figures/proj_all.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..af8c5d20901d11f935e7979b0bdd43a61dc97a40
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_attn.weight/figures/proj_all.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_0_id_91.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_0_id_91.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..f1502f8c0370e324716aa36e476c3c6f2f96682d
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_0_id_91.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_1_id_91.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_1_id_91.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..0388ab2b87fabebc76544927ae609d970c3277b7
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_1_id_91.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_2_id_70.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_2_id_70.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..dff3c2f73cb0202ccca4bac30d4047fe34219874
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_2_id_70.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_0_id_113.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_0_id_113.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..0dc666b5ba7e8db2383cd8d6a688dddba590cae6
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_0_id_113.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_coop/figures/unidir_proj_bottom_0_id_280.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_coop/figures/unidir_proj_bottom_0_id_280.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b91eb4ad37f2a5e682e33f63ebed1d9ab6e14898
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_coop/figures/unidir_proj_bottom_0_id_280.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_coop/figures/unidir_proj_bottom_2_id_262.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_coop/figures/unidir_proj_bottom_2_id_262.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..63461f14444c280221c636cfdbaedf9a89faa8f4
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_coop/figures/unidir_proj_bottom_2_id_262.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/comp_coop/figures/unidir_proj_bottom_1_id_189.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/comp_coop/figures/unidir_proj_bottom_1_id_189.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..9aa629fa1125755286904553ea98d61e8046d1b6
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/comp_coop/figures/unidir_proj_bottom_1_id_189.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_0_id_13.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_0_id_13.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..504da6692dd8cbe8977499f84225c714017acd8a
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_0_id_13.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_1_id_13.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_1_id_13.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..d217302fb1f9f231258c2d28d1302ee6ffbb79a7
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_1_id_13.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_coop/figures/unidir_proj_bottom_0_id_14.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_coop/figures/unidir_proj_bottom_0_id_14.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..9f7bddb3492e564556b81678d84a98eba547f57f
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_coop/figures/unidir_proj_bottom_0_id_14.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_coop/figures/unidir_proj_bottom_1_id_14.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_coop/figures/unidir_proj_bottom_1_id_14.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..e3d8452137a7ec6fdf09c1a50d2dec028773b006
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_proj.weight/comp_coop/figures/unidir_proj_bottom_1_id_14.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_coop/figures/unidir_proj_bottom_2_id_160.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_coop/figures/unidir_proj_bottom_2_id_160.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..fa6e866da4b5e438c50497a3cbf8248a508b484a
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_coop/figures/unidir_proj_bottom_2_id_160.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_1_id_115.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_1_id_115.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..656cebf6e9fc111cb4aaf0db9dfb1e8cee522a28
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_1_id_115.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_1_id_154.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_1_id_154.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..df27df949017c176641a11c720b0e9008f941c23
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_1_id_154.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/norm_all_top_id_107.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/norm_all_top_id_107.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..d1fd3108433d605a06cda674e354d171e534f61d
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/norm_all_top_id_107.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/norm_all_top_id_54.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/norm_all_top_id_54.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..def04d149c5b3e1d2fe85167d226d3d985873582
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/norm_all_top_id_54.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/unidir_proj_top_0_id_96.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/unidir_proj_top_0_id_96.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..328ba601ff7039c3bce20a08b7549ffdfe5bf276
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/unidir_proj_top_0_id_96.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/unidir_proj_top_1_id_96.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/unidir_proj_top_1_id_96.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..fa9dedeed4941551006d1ffa23f3f4c41bd2eaf1
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/unidir_proj_top_1_id_96.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/comp_coop/figures/proj_all_bottom_id_64.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/comp_coop/figures/proj_all_bottom_id_64.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..0e1f855b3d4bf6da200c8276b7864f0e581410e2
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/comp_coop/figures/proj_all_bottom_id_64.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/comp_coop/figures/unidir_proj_bottom_0_id_23.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/comp_coop/figures/unidir_proj_bottom_0_id_23.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..0d2a7b0614085acbf3e49f76c856c2d20abd70b5
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/comp_coop/figures/unidir_proj_bottom_0_id_23.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_attn.weight/figures/norm_all.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_attn.weight/figures/norm_all.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..5f330386c75685f7dfc89d0a4d3417d82a73f6bc
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_attn.weight/figures/norm_all.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_2_id_90.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_2_id_90.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..f534068c1e51a5bf094ab94e1150e5a5527aebc9
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_2_id_90.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/comp_coop/figures/unidir_proj_top_0_id_52.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/comp_coop/figures/unidir_proj_top_0_id_52.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..dcdeff1b3418e97eb8d6ebd280a35af5fc50b305
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_proj.weight/comp_coop/figures/unidir_proj_top_0_id_52.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/comp_coop/figures/unidir_proj_bottom_2_id_26.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/comp_coop/figures/unidir_proj_bottom_2_id_26.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..a5873d00919e5f953427b48b45b2087817e3f250
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/comp_coop/figures/unidir_proj_bottom_2_id_26.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_coop/figures/norm_all_top_id_83.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_coop/figures/norm_all_top_id_83.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ee3aca4c314da321161383241c24c2a503bad658
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_coop/figures/norm_all_top_id_83.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_coop/figures/proj_all_top_id_88.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_coop/figures/proj_all_top_id_88.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..8dc223c8238d642015f3f8c91ea390cc942f2743
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_coop/figures/proj_all_top_id_88.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_coop/figures/unidir_proj_bottom_0_id_82.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_coop/figures/unidir_proj_bottom_0_id_82.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..31eae2ba803a6c0d0ed9f2156849e0d9c5eafe34
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_coop/figures/unidir_proj_bottom_0_id_82.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_2_id_83.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_2_id_83.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..dcb74ee57d5ef197b6dc464a93ffda73d94ee5b6
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_2_id_83.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_1_id_146.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_1_id_146.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..1f4375f70f601ab481ff041a3f2b300f531b213c
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_1_id_146.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/figures/unidir_proj_2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/figures/unidir_proj_2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b16733eb0ad3d1b7965c3f311149a6c93f8ba5b9
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/figures/unidir_proj_2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_coop/figures/proj_all_top_id_331.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_coop/figures/proj_all_top_id_331.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..883a1bd17dbc7b001156b7ea8c8f0017a390744c
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_coop/figures/proj_all_top_id_331.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/figures/unidir_proj_1.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/figures/unidir_proj_1.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..5d84b21065fd59d9493fe8646f5747f4091467ab
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/figures/unidir_proj_1.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/unidir_proj_top_0_id_123.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/unidir_proj_top_0_id_123.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..5be0644977669bef90becf221e4631e7e0c8b1c7
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/unidir_proj_top_0_id_123.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/unidir_proj_top_0_id_19.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/unidir_proj_top_0_id_19.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..2b6fc9935f3bcaeb9a59c209d5a73cfe130e7edb
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/unidir_proj_top_0_id_19.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/unidir_proj_top_1_id_19.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/unidir_proj_top_1_id_19.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ff28e90387a87dad974adad408cb5466e07b0a4c
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/unidir_proj_top_1_id_19.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/unidir_proj_top_2_id_71.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/unidir_proj_top_2_id_71.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..7bbe53452cc5627b997cc847013fe0b0e96a8db8
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_20/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/unidir_proj_top_2_id_71.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/comp_coop/figures/norm_all_top_id_65.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/comp_coop/figures/norm_all_top_id_65.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..c3400f9b078fe41aef7402cc43f448ef0d8b7d77
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/comp_coop/figures/norm_all_top_id_65.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/comp_coop/figures/proj_all_bottom_id_65.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/comp_coop/figures/proj_all_bottom_id_65.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..80eac8a3b66abeb8a2397927d61ea17557951878
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.attn.c_proj.weight/comp_coop/figures/proj_all_bottom_id_65.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/comp_coop/figures/proj_all_bottom_id_74.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/comp_coop/figures/proj_all_bottom_id_74.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..eeeecf5b7312544dd83b875d62c7f5018b71c725
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_fc.weight/comp_coop/figures/proj_all_bottom_id_74.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_coop/figures/proj_all_top_id_554.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_coop/figures/proj_all_top_id_554.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..6359fe4862fe5605870f12cff8a99c78572e2ed1
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_coop/figures/proj_all_top_id_554.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_coop/figures/proj_all_top_id_596.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_coop/figures/proj_all_top_id_596.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..c0cdc1d2cdbf2217e3fbe489f83e62c673f615ea
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_coop/figures/proj_all_top_id_596.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_coop/figures/unidir_proj_bottom_0_id_554.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_coop/figures/unidir_proj_bottom_0_id_554.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..45002ed6d3c5e2748d23970e52f93f192a15eb4f
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.0.mlp.c_proj.weight/comp_coop/figures/unidir_proj_bottom_0_id_554.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/comp_coop/figures/unidir_proj_bottom_2_id_122.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/comp_coop/figures/unidir_proj_bottom_2_id_122.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..5bf0692fceef0de44f2480eab060d4c8f2e87a61
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_attn.weight/comp_coop/figures/unidir_proj_bottom_2_id_122.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_1_id_173.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_1_id_173.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..904b45eba51d6a3c688c4a935e7008a3edfb6ae4
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_1_id_173.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_2_id_173.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_2_id_173.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..8e021e0dd9741f8adef81af5c56ab01e85741fd2
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_2_id_173.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_1_id_129.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_1_id_129.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ccfdd3d60086a666faf88980de60b40b927b803b
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.1.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_1_id_129.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_coop/figures/norm_all_bottom_id_86.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_coop/figures/norm_all_bottom_id_86.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..4fc53a413daf075f43c80aa1cc793df031828030
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_coop/figures/norm_all_bottom_id_86.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_1_id_93.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_1_id_93.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..a59e99151c0e022fb60fa73cd0152c961b774044
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_1_id_93.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/figures/unidir_proj_2.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/figures/unidir_proj_2.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..c09871167091efd99ca2d4938029fee48d478102
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.attn.c_proj.weight/figures/unidir_proj_2.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_0_id_159.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_0_id_159.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..6aab1e43fc4d9ce4159bc64c3de358647f856b63
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_0_id_159.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_2_id_177.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_2_id_177.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..e142b64c42aa1096400d63a86ce806a99c2e37ef
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_2_id_177.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/figures/unidir_proj_0.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/figures/unidir_proj_0.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..674af1c1054afa0ba6100efb9374efee90ec5cba
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_fc.weight/figures/unidir_proj_0.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/comp_coop/figures/unidir_proj_top_1_id_233.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/comp_coop/figures/unidir_proj_top_1_id_233.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..dbf575af80a6708f37a49949bb5cf88a72b898af
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.2.mlp.c_proj.weight/comp_coop/figures/unidir_proj_top_1_id_233.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/unidir_proj_top_0_id_153.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/unidir_proj_top_0_id_153.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ac41813e52e34a747b15711766b492ffa551cf68
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/unidir_proj_top_0_id_153.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/unidir_proj_top_1_id_153.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/unidir_proj_top_1_id_153.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..8e3b3f32dd6c69ea1dbeeb269af19306a1678cb5
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/unidir_proj_top_1_id_153.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/unidir_proj_top_2_id_153.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/unidir_proj_top_2_id_153.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..e18a0bebccc25535db46b9952c35178e2484db32
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_attn.weight/comp_coop/figures/unidir_proj_top_2_id_153.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/comp_coop/figures/norm_all_bottom_id_63.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/comp_coop/figures/norm_all_bottom_id_63.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..a154f95eab68568ef4270512d5e080218cf38856
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/comp_coop/figures/norm_all_bottom_id_63.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/comp_coop/figures/unidir_proj_bottom_0_id_100.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/comp_coop/figures/unidir_proj_bottom_0_id_100.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..94f19ad3fa6a83b5e5a9c9879cf82902094877a5
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.attn.c_proj.weight/comp_coop/figures/unidir_proj_bottom_0_id_100.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_coop/figures/norm_all_bottom_id_132.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_coop/figures/norm_all_bottom_id_132.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..a7443eb7d4ec27747ee81e03d04245ce4ce83e81
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_coop/figures/norm_all_bottom_id_132.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_coop/figures/norm_all_bottom_id_145.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_coop/figures/norm_all_bottom_id_145.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..052b38d22c9a57124c26e701b71cc21233591aee
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_coop/figures/norm_all_bottom_id_145.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_coop/figures/norm_all_bottom_id_153.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_coop/figures/norm_all_bottom_id_153.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..536fb8cff05806034bb982cee13730033f87b8ea
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_coop/figures/norm_all_bottom_id_153.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_coop/figures/norm_all_top_id_177.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_coop/figures/norm_all_top_id_177.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..93b3704726a8d3dfdf4f09c88c5be539cdbf29f1
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_coop/figures/norm_all_top_id_177.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_0_id_129.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_0_id_129.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..e350362cdfc3e25439ac8b21e6b09a6882f16476
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_0_id_129.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_proj.weight/comp_coop/figures/unidir_proj_top_0_id_59.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_proj.weight/comp_coop/figures/unidir_proj_top_0_id_59.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..17678d57359136e93a81b25c6c7a9cab98dfc2fa
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_proj.weight/comp_coop/figures/unidir_proj_top_0_id_59.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_proj.weight/comp_coop/figures/unidir_proj_top_1_id_59.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_proj.weight/comp_coop/figures/unidir_proj_top_1_id_59.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3d8e8575dfe24776cb7c0080f3a64288c613fb66
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.3.mlp.c_proj.weight/comp_coop/figures/unidir_proj_top_1_id_59.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_coop/figures/norm_all_bottom_id_137.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_coop/figures/norm_all_bottom_id_137.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..7382fe3098b90af375035834130ca6cf2f06b93e
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_coop/figures/norm_all_bottom_id_137.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_1_id_148.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_1_id_148.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b8238f3f33c73dd89d22338d72a5f479bd89efc9
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.attn.c_proj.weight/comp_coop/figures/unidir_proj_top_1_id_148.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_1_id_177.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_1_id_177.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3a1ffa3b0b112948dc655d3e78946bc50947d49f
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_1_id_177.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_2_id_177.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_2_id_177.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..96a35db08a04a8928406436049b249bf1340e3b1
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.4.mlp.c_fc.weight/comp_coop/figures/unidir_proj_top_2_id_177.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/comp_coop/figures/norm_all_bottom_id_129.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/comp_coop/figures/norm_all_bottom_id_129.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3af73f7ec243c7181601ab419b3893d4506a05d9
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.attn.c_attn.weight/comp_coop/figures/norm_all_bottom_id_129.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_2_id_129.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_2_id_129.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..fa552b260cb1b0f27be4c9e3c783981c57a73f25
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_2_id_129.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_2_id_38.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_2_id_38.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..7fe4d6cba0f28d7afc81ab09ea90058a7e732e77
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_fc.weight/comp_coop/figures/unidir_proj_bottom_2_id_38.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_coop/figures/unidir_proj_top_0_id_701.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_coop/figures/unidir_proj_top_0_id_701.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ced1031d4b1523d67d23223b2eddb446eb05dbb5
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.h.5.mlp.c_proj.weight/comp_coop/figures/unidir_proj_top_0_id_701.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/norm_all_top_id_154.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/norm_all_top_id_154.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..30cc16146fc3937d118c920696a0ae45dd426b89
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/norm_all_top_id_154.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/proj_all_bottom_id_177.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/proj_all_bottom_id_177.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..970a60a3e68ceab316391e3173143626d3d037a1
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/proj_all_bottom_id_177.pdf differ
diff --git a/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/unidir_proj_bottom_2_id_82.pdf b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/unidir_proj_bottom_2_id_82.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..ad02babaa83c822239e14d0bf7d260c8f03ae0c7
Binary files /dev/null and b/parity-nn/GPTminiBoma_results_learning_dynamics_comp_coop_column/n_21/k_3/N_5000/width_500/seed_0/transformer.wpe.weight/comp_coop/figures/unidir_proj_bottom_2_id_82.pdf differ
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/figures/all_neurons_norm_seed0.pdf b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/figures/all_neurons_norm_seed0.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..f935527cfe7626bf074266ce08a669704010e5af
Binary files /dev/null and b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/figures/all_neurons_norm_seed0.pdf differ
diff --git a/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/gen_epochs b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/gen_epochs
new file mode 100644
index 0000000000000000000000000000000000000000..5b34b5861df0172067e968f3dcd375df6c5294c6
Binary files /dev/null and b/parity-nn/results_new/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_10/loss_hinge/gen_epochs differ
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_106.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_106.pt
new file mode 100644
index 0000000000000000000000000000000000000000..649376c29bed361ae26d1f89d96d3015ebda1baf
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_106.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7d27cbb5c7c7bca82f4f922f26aa96ebfe8a0ba07cb430fc0bc1f8daf4fad856
+size 3300
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_134.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_134.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4d923f783a6f62124186bb9fdb31fed2fa38cb42
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_134.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3b49a6aeba4e0a6fa087f1ba4c3668725466c88d942449d4b4dcbd3f38cd3972
+size 3300
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_135.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_135.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e4f214cf77b6691ad6fc8542bf6ac18772f13325
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_135.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:61edbbca149344e3e7845b45fd5632f18deb0188b0156ece8af0ca84f687a995
+size 3300
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_30.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_30.pt
new file mode 100644
index 0000000000000000000000000000000000000000..663ce4d8b57a2be496487f733af13ce03af18dcb
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed0_checkpoints/model_30.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e0d1869d476ce59b608a706af013fee55b27307652370bb30be7a70d41792df1
+size 3294
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed1_checkpoints/model_10.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed1_checkpoints/model_10.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ea73b63eda342214d326fcaa3dfb3eaae282c0f0
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed1_checkpoints/model_10.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ae96d02f0b7bbc84afe48b292238b3f64edf6f2cee4f7263c1e411376f48be0b
+size 3294
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed1_checkpoints/model_117.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed1_checkpoints/model_117.pt
new file mode 100644
index 0000000000000000000000000000000000000000..49f5212225d890c231a0ec5d248f9ba2c10a626b
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed1_checkpoints/model_117.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:41109ec53941c1a773d00d3407409ec0005993ea0105e7fca3d82206b0dfd5a0
+size 3300
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed1_checkpoints/model_222.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed1_checkpoints/model_222.pt
new file mode 100644
index 0000000000000000000000000000000000000000..20674e1907c86d6e9500fe71af713a6cfbfdebcd
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed1_checkpoints/model_222.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d25e0de090cb06d7e7cbb1eb8da1d253a601ff6f5569fa8e0e135dfa04052f27
+size 3300
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed2_checkpoints/model_192.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed2_checkpoints/model_192.pt
new file mode 100644
index 0000000000000000000000000000000000000000..99bb857bb33d14876ebbaf5103dd877c19ea13b4
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed2_checkpoints/model_192.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e0cbbce9bd16dd78b2dc7f5d283917c7e13ae3b3762b0664e9ec37229f087044
+size 3300
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed2_checkpoints/model_238.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed2_checkpoints/model_238.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ccd621db4c79acb5c6a9b8b361b98597c68d444c
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed2_checkpoints/model_238.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3e9c5f44b14cf1aab70ab320dd21c184cd75d4518090bb48824c59f4aab6e633
+size 3300
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed2_checkpoints/model_67.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed2_checkpoints/model_67.pt
new file mode 100644
index 0000000000000000000000000000000000000000..16cf3aa40070eaa83ccd850ea327d7691a62875c
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed2_checkpoints/model_67.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:832cb4b7e63723b334caf3c2ca253c7ff284e96855be26c5b3f4ef8399badacd
+size 3294
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed3_checkpoints/memorization.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed3_checkpoints/memorization.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9784ec777156b47386f15b7b33acb486b151bf4f
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed3_checkpoints/memorization.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fc678fd795cea2c8323f3dcac600286c86426a5dcfd38dac20ed1a1a88774ce4
+size 3318
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed3_checkpoints/model_2.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed3_checkpoints/model_2.pt
new file mode 100644
index 0000000000000000000000000000000000000000..47765550e138f12f58948e194083e9689d32044c
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed3_checkpoints/model_2.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f9a093e0b52526abf3d82494caec2ee53b2a4a8c13f0952331937c761245fdf5
+size 3224
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed3_checkpoints/model_52.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed3_checkpoints/model_52.pt
new file mode 100644
index 0000000000000000000000000000000000000000..087bbef9965c33396b99f340ed57b799b5f654ef
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed3_checkpoints/model_52.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5d749467cc30268f794e9956024877b24af15acca33764142bb91b7f8742ec17
+size 3294
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed3_checkpoints/model_53.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed3_checkpoints/model_53.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9b46611446507a6d8cf5ae5267c53d4ed7ef0c3a
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed3_checkpoints/model_53.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8559e1a7c5a72d1ee5ee292e74041dc340a8c216319dd46a178c3fda686e6f2a
+size 3294
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed4_checkpoints/model_141.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed4_checkpoints/model_141.pt
new file mode 100644
index 0000000000000000000000000000000000000000..dce83b829ce26e74df600689093e20f58ad1cdab
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed4_checkpoints/model_141.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7d68dec2af763bf4c952a8fab7af07540a8ca08117f8d36540b926340e7ce0e5
+size 3300
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed4_checkpoints/model_186.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed4_checkpoints/model_186.pt
new file mode 100644
index 0000000000000000000000000000000000000000..314f7fce061c3dcc99b2e0e8a43d0a56818469b9
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed4_checkpoints/model_186.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f0dbfff562d508c9c26e418bf535073084d12113de3558c89a0812f8bb77d9ab
+size 3300
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed4_checkpoints/model_187.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed4_checkpoints/model_187.pt
new file mode 100644
index 0000000000000000000000000000000000000000..40b0f1319cef1783de28ac5df66b87da5d6dcb51
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed4_checkpoints/model_187.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:795e88a3cab979f86de9b984bc9efff8e411736a7d7513794170823fd2f3eb27
+size 3300
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed4_checkpoints/model_276.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed4_checkpoints/model_276.pt
new file mode 100644
index 0000000000000000000000000000000000000000..145878c2f59391e3fd0c8a8a796654e3808e7be4
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed4_checkpoints/model_276.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4c253292710ebb1e8270e8678cfc79366c0a1231cc7e4aeec9cdaddb8663e80a
+size 3300
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed4_checkpoints/model_30.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed4_checkpoints/model_30.pt
new file mode 100644
index 0000000000000000000000000000000000000000..05d7dbe6b2ec30c402725b83514faff78eeb09f4
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed4_checkpoints/model_30.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5c1ac0c9b128977a23b72725ad73a5c6c08a70be0aa8c114272c95edaa430b6b
+size 3294
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed5_checkpoints/model_171.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed5_checkpoints/model_171.pt
new file mode 100644
index 0000000000000000000000000000000000000000..349ff97a205a68671c5bb37a72375a245c9f6356
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_20/loss_hinge/seed5_checkpoints/model_171.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:952e62bb9cd0cf71007f8408e21d04a76daf7b95344cd06a5acb9e8e3937fb38
+size 3300
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_18.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_18.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8d056c8b086025694331f8c42b00cca583a07cb7
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_18.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6efed1b526b845174f0f4e1e6e98343aba7f76a71c5732946cede66101f2f81f
+size 43614
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_240.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_240.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c7ab03004f96202643f9de23d435a6eb49a4e43b
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_240.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a1564c2b05be41e541f6b66985cecede4d6534cba58d0a4ad9ec47693a12242f
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_262.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_262.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ec026c8e5dab2f9fda7362e6a0e98bbb7a3ae0db
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_262.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dd18c86b78e9c275de6ac767748414faaf9b7a318c992e01d6c12e9d73142404
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_263.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_263.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a828e83e0419717cef401e04f118b90a657067bc
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed0_checkpoints/model_263.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:66276a3de749cb2eaec0d71673d71b3a602667ba1ceb24ca5f4d1860194f8897
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed1_checkpoints/model_150.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed1_checkpoints/model_150.pt
new file mode 100644
index 0000000000000000000000000000000000000000..856c0ed94e66eb0f469df76eaa1b01966a7048b5
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed1_checkpoints/model_150.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b2de76c286aadaae50957aa39aa5b2754639581a999187c9649f22c6c98b7e9f
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed1_checkpoints/model_291.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed1_checkpoints/model_291.pt
new file mode 100644
index 0000000000000000000000000000000000000000..fa0630f429925c375edaee6d0a51741e4a0dc715
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed1_checkpoints/model_291.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a5986834d72877a0850eb75876735e6c2ce2d55e8a7fd564924c16668484b0a2
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed2_checkpoints/model_112.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed2_checkpoints/model_112.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c1bb330bad38c432bc35ece1140152cfdd8fd7dd
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed2_checkpoints/model_112.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:db95a602d0d4fdff11f674c8b85e869190a6d3408ab9f2ad0de47b916ae74777
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed2_checkpoints/model_178.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed2_checkpoints/model_178.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e171be474c570051177a4bb430aa244a9404c2e4
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed2_checkpoints/model_178.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cf179a061c2f483a64ca43198986ab48a43a8b1bd63197d931f965698389ac2b
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed2_checkpoints/model_273.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed2_checkpoints/model_273.pt
new file mode 100644
index 0000000000000000000000000000000000000000..74acfb612180ab0ba509212998b3d726aa2cad27
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed2_checkpoints/model_273.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:59acd022585474c6bf86ae0c986a19d1015285473f7c1e114e083d0abaf3595d
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed2_checkpoints/model_69.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed2_checkpoints/model_69.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8d20feb1fd0ac096d9cef751581fd773a203e8b1
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed2_checkpoints/model_69.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e4932db240de69a45f3d17ff1495fbacd3238787a0a1b2cf706e968066e71b13
+size 43614
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed2_checkpoints/model_76.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed2_checkpoints/model_76.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2074217a1a5752b6161583dc170c81370f8cb7d7
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed2_checkpoints/model_76.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9d4cb850aa92d4160813f694b772bbf9357638687543c4c723aed7ed237977f8
+size 43614
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed3_checkpoints/model_155.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed3_checkpoints/model_155.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5c8ee5aa7dc0dd7c3bc5feed17e601eefe761ec6
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed3_checkpoints/model_155.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f3e7c96cdf9e322c1a13126658df199560cbee3c8f7e05bb3a6bb8f478795ee2
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed4_checkpoints/model_115.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed4_checkpoints/model_115.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4b64c17b06319980407cf822ab1e59113cf908db
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed4_checkpoints/model_115.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:29bf5ebc3b071674b0cc4d1b3f20e7aad0c5b79be9a9c33937c96c9a43f257ec
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed4_checkpoints/model_153.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed4_checkpoints/model_153.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2c9434f85c1d86944c15f592803ff5a668d1df57
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed4_checkpoints/model_153.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2283dd820d0e34223973173c5f5a959890e185a11df8d77e9099f271dc798aa1
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed4_checkpoints/model_227.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed4_checkpoints/model_227.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ee1a06c8d7f334de61c1ec42642c6936f3f97777
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed4_checkpoints/model_227.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a2b6ffb5dd323c6649294f1aac3004ee6f4f7bc4a8310108e06c272070ced464
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed4_checkpoints/model_256.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed4_checkpoints/model_256.pt
new file mode 100644
index 0000000000000000000000000000000000000000..71002d5ac478b6ce1eb68453a0815878851bc18c
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed4_checkpoints/model_256.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0f0b6ee61b1d9a83aad13bc02098c89daaab6095197e274b6375a149abb1ab18
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_127.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_127.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d6c0e88ddbc6190291f15f121c523a0abebddb36
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_127.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bd37f9bc7d4f4e1e1c3f89cc1f45d9d1fbdbb6a58eb13e844d490e2b5273166c
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_158.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_158.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1db072d3817c540e240526569db22d32ad5a3045
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_158.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a5cfb2d26426a7c36c1b1ba278d37d70a9852339de6aa2f1d947bd760eaf93b9
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_203.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_203.pt
new file mode 100644
index 0000000000000000000000000000000000000000..821617f60ef7dd315b7283ad5239964287c92dcb
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_203.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e7c7406a30d7bca25a32f71717adf2032ecd976501bf0a41787d9549b70167f4
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_211.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_211.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6055cc5f2942b65956303456fce31b6ba328f620
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_211.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2887b9f725d5b9e6994fa1841d952554ef068c0af1fb324a29a8658d6a7a628e
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_212.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_212.pt
new file mode 100644
index 0000000000000000000000000000000000000000..e1f0714a7071d93327f1a97df6963b3822c63f69
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_212.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f0f6f2c8ed3124faa2372d25f254ca9dba3c20410cadd00e4a6d4793837456a7
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_47.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_47.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a6e6b1f8af44ceb519f30adcaa4d6a9a8bc632c8
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_47.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8bda6edaf2e67f9cd5bd70c30448c3e267ce65674c27e7e7e34c251eb93b3692
+size 43614
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_54.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_54.pt
new file mode 100644
index 0000000000000000000000000000000000000000..73edc0af933438d60c70ff6807e798d6e6fe2e8f
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_54.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4080b62666e617fd610b62ffc2400e20342b5f25f5922ea9146ab49be96a8ec4
+size 43614
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_67.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_67.pt
new file mode 100644
index 0000000000000000000000000000000000000000..febd10a2f8b9288731e7ffeffa9a68d24b6a9137
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed5_checkpoints/model_67.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:35a6df61f74b376c1555ea490aa4fbddb87cb446745327d3226c7c15c2917778
+size 43614
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed6_checkpoints/model_110.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed6_checkpoints/model_110.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0484dc2d8246e7de92eb50be9b2aef5fee0f53c0
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed6_checkpoints/model_110.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3ac2ad661d8e8b16da9b15285afd53336526d8b7d74874792892f79957b44df5
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed6_checkpoints/model_128.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed6_checkpoints/model_128.pt
new file mode 100644
index 0000000000000000000000000000000000000000..d21d5d2e9230d1a87ef99b1d61156bcf0d97f21f
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed6_checkpoints/model_128.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f3ef46ad6a0fc2ed4d4c17cbf03d0736161f70668713d51ceecde6549cd4399f
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed6_checkpoints/model_276.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed6_checkpoints/model_276.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6268547d75ad1745a417b639a32e93448d103953
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed6_checkpoints/model_276.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9138c9f39cfc1b4add73145c8b1035f4dd379614196b9230cba43a986168cd8c
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed6_checkpoints/model_286.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed6_checkpoints/model_286.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0744664b37e7bb15ab6a92926abf79542c394bad
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed6_checkpoints/model_286.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3638d9a0be6932c288bcc644ad27dfcac41a46457e311b48a5d712fd7ca30e42
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed6_checkpoints/model_93.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed6_checkpoints/model_93.pt
new file mode 100644
index 0000000000000000000000000000000000000000..79bf0918df0239f0203118851a736d6955721a32
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed6_checkpoints/model_93.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9b871340617dce2c5789d76e6ff5806f20d541898dbe09cfab6c0fb2730c7c16
+size 43614
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed7_checkpoints/model_250.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed7_checkpoints/model_250.pt
new file mode 100644
index 0000000000000000000000000000000000000000..5042d250ecc03c164abace2edffc48fce9614222
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed7_checkpoints/model_250.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cb5206ca96fa270c55eacb28c641be096a832ed1f7522a3ea71b36c36ef09c8d
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed8_checkpoints/model_1.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed8_checkpoints/model_1.pt
new file mode 100644
index 0000000000000000000000000000000000000000..539fe1ff525c40b0ba89dd8e507bcd97a5e8a3be
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed8_checkpoints/model_1.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c48a78f98e8667a292b20c2ed2bc01f0a0375d1d22f0a6804caa14529924185c
+size 43544
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed8_checkpoints/model_277.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed8_checkpoints/model_277.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f03d0ad3bcf406f6c48ad78ba965b73fe8f03d67
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed8_checkpoints/model_277.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ea2bace3dcc32ee3519a67b89fca76925eb9bcb6b50d83b96f9bc60076ec5109
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed9_checkpoints/model_13.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed9_checkpoints/model_13.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f5bd2aa5c9807d86431ecc3101a5a2dfc048732b
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed9_checkpoints/model_13.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5c8ba47c9ae6ad61680bbfba924a675c7f838627eed7c783626559e398bee801
+size 43614
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed9_checkpoints/model_165.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed9_checkpoints/model_165.pt
new file mode 100644
index 0000000000000000000000000000000000000000..181a541b29e6dbb211a7fbe575a3efd4f389c5e8
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed9_checkpoints/model_165.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3d79953385c44937323c47f78824d02c5e33310f049e1249f02c95a78f8a7f4b
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed9_checkpoints/model_190.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed9_checkpoints/model_190.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ead9997a4c7331d952628b28ef3325ec2f7f3a9a
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed9_checkpoints/model_190.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:33d045bb29018899c27a013ec3d096ede88eaf3b6873f91f0ad62f790cb5873b
+size 43620
diff --git a/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed9_checkpoints/model_223.pt b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed9_checkpoints/model_223.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b1a98784698824319dca57d78301a918cbbb319d
--- /dev/null
+++ b/parity-nn/results_new_optim_train_majority/n_20/k_3/N_1000/lr_0.1/wd_0.01/width_500/loss_hinge/seed9_checkpoints/model_223.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4b61a0d48e642d56c2bb13440158ec8849a77ec1389a3ed8ae93a6d1a39e45b2
+size 43620
diff --git a/parity-nn/results_pca_evolution_ALL_stages_norm_subnet6/teacher_width_2/seed_5/k_3/width_20/planting_name_no_plant/acc_train_top.npy b/parity-nn/results_pca_evolution_ALL_stages_norm_subnet6/teacher_width_2/seed_5/k_3/width_20/planting_name_no_plant/acc_train_top.npy
new file mode 100644
index 0000000000000000000000000000000000000000..168c6fe6d9fd4df1e6c965e070c6e43c8ec17b18
--- /dev/null
+++ b/parity-nn/results_pca_evolution_ALL_stages_norm_subnet6/teacher_width_2/seed_5/k_3/width_20/planting_name_no_plant/acc_train_top.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:070eb8b04723bfff47da85ffb7d91de0cc14d9bb80a631a38bebaef092c24430
+size 2528
diff --git a/parity-nn/results_pca_evolution_ALL_stages_norm_subnet6/teacher_width_5/seed_1/k_3/width_20/planting_name_no_plant/var_best.npy b/parity-nn/results_pca_evolution_ALL_stages_norm_subnet6/teacher_width_5/seed_1/k_3/width_20/planting_name_no_plant/var_best.npy
new file mode 100644
index 0000000000000000000000000000000000000000..8fd19c80cc9a89a34651c80433e8968e9e320706
--- /dev/null
+++ b/parity-nn/results_pca_evolution_ALL_stages_norm_subnet6/teacher_width_5/seed_1/k_3/width_20/planting_name_no_plant/var_best.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:66145e0b5dd94f44f8bca099710af764a4d45354eb799360426d398611b4825e
+size 1328
diff --git a/parity-nn/results_pca_evolution_ALL_stages_norm_subnet6/teacher_width_5/seed_5/k_3/width_20/planting_name_no_plant/acc_test_top.npy b/parity-nn/results_pca_evolution_ALL_stages_norm_subnet6/teacher_width_5/seed_5/k_3/width_20/planting_name_no_plant/acc_test_top.npy
new file mode 100644
index 0000000000000000000000000000000000000000..88d1e3555d85026116c85422b24e146da2a7722c
--- /dev/null
+++ b/parity-nn/results_pca_evolution_ALL_stages_norm_subnet6/teacher_width_5/seed_5/k_3/width_20/planting_name_no_plant/acc_test_top.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6109e9327abf7f822f90df12fc07d98ffbded464b0ce5de21f5ae39325f530f0
+size 2528