=== CIFAR-100 per-seed diagnostics ===
  s=42 (Sun Apr 26 10:16:19 AM CDT 2026)
Using device: cuda:0

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Seed 42
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--- BP ---
  [BP] Epoch 1: loss=3.9752, train=0.0983, test=0.1432
  [BP] Epoch 10: loss=3.0848, train=0.2424, test=0.2492
  [BP] Epoch 20: loss=2.8041, train=0.2935, test=0.2883
  [BP] Epoch 30: loss=2.6019, train=0.3352, test=0.3078
  [BP] Epoch 40: loss=2.4193, train=0.3727, test=0.3158
  [BP] Epoch 50: loss=2.2631, train=0.4053, test=0.3160
  [BP] Epoch 60: loss=2.1134, train=0.4371, test=0.3223
  [BP] Epoch 70: loss=1.9686, train=0.4729, test=0.3207
  [BP] Epoch 80: loss=1.8724, train=0.4941, test=0.3197
  [BP] Epoch 90: loss=1.8161, train=0.5069, test=0.3197
  [BP] Epoch 100: loss=1.7897, train=0.5126, test=0.3192
  Final test acc: 0.3192

--- DFA ---
  [DFA] Epoch 1: loss=4.1736, train=0.0679, test=0.0775
  [DFA] Epoch 10: loss=4.0844, train=0.0798, test=0.0819
  [DFA] Epoch 20: loss=4.0627, train=0.0840, test=0.0759
  [DFA] Epoch 30: loss=4.0466, train=0.0876, test=0.0840
  [DFA] Epoch 40: loss=4.0357, train=0.0896, test=0.0862
  [DFA] Epoch 50: loss=4.0347, train=0.0909, test=0.0879
  [DFA] Epoch 60: loss=4.0298, train=0.0933, test=0.0879
  [DFA] Epoch 70: loss=4.0244, train=0.0958, test=0.0883
  [DFA] Epoch 80: loss=4.0232, train=0.0939, test=0.0871
  [DFA] Epoch 90: loss=4.0219, train=0.0962, test=0.0870
  [DFA] Epoch 100: loss=4.0244, train=0.0949, test=0.0875
  Final test acc: 0.0875

--- FA ---
  [FA] Epoch 1: loss=4.1842, train=0.0639, test=0.0598
  [FA] Epoch 10: loss=3.9551, train=0.0978, test=0.0949
  [FA] Epoch 20: loss=3.8745, train=0.1103, test=0.1101
  [FA] Epoch 30: loss=3.8457, train=0.1160, test=0.1212
  [FA] Epoch 40: loss=3.7975, train=0.1235, test=0.1247
  [FA] Epoch 50: loss=3.7623, train=0.1290, test=0.1332
  [FA] Epoch 60: loss=3.7338, train=0.1341, test=0.1397
  [FA] Epoch 70: loss=3.7109, train=0.1404, test=0.1400
  [FA] Epoch 80: loss=3.6910, train=0.1426, test=0.1457
  [FA] Epoch 90: loss=3.6844, train=0.1436, test=0.1455
  [FA] Epoch 100: loss=3.6859, train=0.1440, test=0.1464
  Final test acc: 0.1464

All results saved to results/cifar100_d256_L4_s42/results_cifar100.json
  s=123 (Sun Apr 26 10:35:54 AM CDT 2026)
Using device: cuda:0

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Seed 123
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--- BP ---
  [BP] Epoch 1: loss=3.9679, train=0.0986, test=0.1439
  [BP] Epoch 10: loss=3.0754, train=0.2440, test=0.2501
  [BP] Epoch 20: loss=2.8025, train=0.2938, test=0.2812
  [BP] Epoch 30: loss=2.5874, train=0.3376, test=0.3021
  [BP] Epoch 40: loss=2.4113, train=0.3699, test=0.3104
  [BP] Epoch 50: loss=2.2468, train=0.4084, test=0.3160
  [BP] Epoch 60: loss=2.1034, train=0.4373, test=0.3209
  [BP] Epoch 70: loss=1.9664, train=0.4711, test=0.3212
  [BP] Epoch 80: loss=1.8659, train=0.4913, test=0.3208
  [BP] Epoch 90: loss=1.8143, train=0.5098, test=0.3201
  [BP] Epoch 100: loss=1.7758, train=0.5158, test=0.3218
  Final test acc: 0.3218

--- DFA ---
  [DFA] Epoch 1: loss=4.1790, train=0.0644, test=0.0808
  [DFA] Epoch 10: loss=4.1013, train=0.0738, test=0.0764
  [DFA] Epoch 20: loss=4.0720, train=0.0808, test=0.0803
  [DFA] Epoch 30: loss=4.0493, train=0.0865, test=0.0845
  [DFA] Epoch 40: loss=4.0403, train=0.0866, test=0.0855
  [DFA] Epoch 50: loss=4.0321, train=0.0897, test=0.0852
  [DFA] Epoch 60: loss=4.0243, train=0.0921, test=0.0856
  [DFA] Epoch 70: loss=4.0213, train=0.0924, test=0.0868
  [DFA] Epoch 80: loss=4.0207, train=0.0933, test=0.0867
  [DFA] Epoch 90: loss=4.0178, train=0.0948, test=0.0875
  [DFA] Epoch 100: loss=4.0181, train=0.0932, test=0.0872
  Final test acc: 0.0872

--- FA ---
  [FA] Epoch 1: loss=4.1971, train=0.0632, test=0.0708
  [FA] Epoch 10: loss=4.0477, train=0.0854, test=0.0847
  [FA] Epoch 20: loss=3.9867, train=0.0968, test=0.0997
  [FA] Epoch 30: loss=3.9504, train=0.1036, test=0.1037
  [FA] Epoch 40: loss=3.9204, train=0.1070, test=0.1068
  [FA] Epoch 50: loss=3.8915, train=0.1107, test=0.1091
  [FA] Epoch 60: loss=3.8680, train=0.1147, test=0.1135
  [FA] Epoch 70: loss=3.8517, train=0.1166, test=0.1156
  [FA] Epoch 80: loss=3.8433, train=0.1188, test=0.1182
  [FA] Epoch 90: loss=3.8342, train=0.1202, test=0.1215
  [FA] Epoch 100: loss=3.8330, train=0.1228, test=0.1208
  Final test acc: 0.1208

All results saved to results/cifar100_d256_L4_s123/results_cifar100.json
=== CIFAR-100 PER-SEED DONE (Sun Apr 26 10:55:31 AM CDT 2026) ===