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=== BP+EP ONLY: d=512 L=2, seeds 1,2,5 ===
Start: Sun Apr 26 09:03:57 AM CDT 2026
seed=1 (Sun Apr 26 09:03:57 AM CDT 2026)
Using device: cuda:0
============================================================
Seed 1
============================================================
--- BP ---
[BP] Epoch 1: loss=1.9296, train=0.3129, test=0.3920
[BP] Epoch 10: loss=1.3859, train=0.4995, test=0.5210
[BP] Epoch 20: loss=1.2614, train=0.5473, test=0.5560
[BP] Epoch 30: loss=1.1744, train=0.5783, test=0.5708
[BP] Epoch 40: loss=1.1065, train=0.6047, test=0.5824
[BP] Epoch 50: loss=1.0347, train=0.6289, test=0.5947
[BP] Epoch 60: loss=0.9762, train=0.6505, test=0.5996
[BP] Epoch 70: loss=0.9339, train=0.6657, test=0.6027
[BP] Epoch 80: loss=0.8948, train=0.6800, test=0.6057
[BP] Epoch 90: loss=0.8688, train=0.6898, test=0.6049
[BP] Epoch 100: loss=0.8640, train=0.6923, test=0.6061
Final test acc: 0.6061
All results saved to results/audit_d512_L2_seed1/results_cifar10.json
seed=2 (Sun Apr 26 09:10:20 AM CDT 2026)
Using device: cuda:0
============================================================
Seed 2
============================================================
--- BP ---
[BP] Epoch 1: loss=1.9221, train=0.3144, test=0.3766
[BP] Epoch 10: loss=1.3836, train=0.5035, test=0.5250
[BP] Epoch 20: loss=1.2625, train=0.5460, test=0.5533
[BP] Epoch 30: loss=1.1729, train=0.5789, test=0.5744
[BP] Epoch 40: loss=1.1072, train=0.6043, test=0.5873
[BP] Epoch 50: loss=1.0421, train=0.6267, test=0.5965
[BP] Epoch 60: loss=0.9809, train=0.6478, test=0.5991
[BP] Epoch 70: loss=0.9360, train=0.6651, test=0.6015
[BP] Epoch 80: loss=0.8951, train=0.6780, test=0.6060
[BP] Epoch 90: loss=0.8717, train=0.6886, test=0.6066
[BP] Epoch 100: loss=0.8696, train=0.6891, test=0.6076
Final test acc: 0.6076
All results saved to results/audit_d512_L2_seed2/results_cifar10.json
seed=5 (Sun Apr 26 09:17:16 AM CDT 2026)
Using device: cuda:0
============================================================
Seed 5
============================================================
--- BP ---
[BP] Epoch 1: loss=1.9317, train=0.3139, test=0.3962
[BP] Epoch 10: loss=1.3844, train=0.5014, test=0.5149
[BP] Epoch 20: loss=1.2584, train=0.5467, test=0.5460
[BP] Epoch 30: loss=1.1757, train=0.5749, test=0.5686
[BP] Epoch 40: loss=1.1029, train=0.6043, test=0.5863
[BP] Epoch 50: loss=1.0424, train=0.6253, test=0.5893
[BP] Epoch 60: loss=0.9865, train=0.6452, test=0.5900
[BP] Epoch 70: loss=0.9359, train=0.6647, test=0.6023
[BP] Epoch 80: loss=0.8963, train=0.6780, test=0.6028
[BP] Epoch 90: loss=0.8742, train=0.6873, test=0.6052
[BP] Epoch 100: loss=0.8637, train=0.6916, test=0.6065
Final test acc: 0.6065
All results saved to results/audit_d512_L2_seed5/results_cifar10.json
=== BP+EP DONE (Sun Apr 26 09:24:15 AM CDT 2026) ===
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