=== DFA canonical penalty sweep === Start: Wed Apr 29 02:04:53 PM CDT 2026 --- λ=1e-4 --- Using device: cuda:0 ============================================================ Seed 42 ============================================================ --- DFA --- [DFA] Epoch 1: loss=2.0261, train=0.2612, test=0.3121 [DFA] Epoch 10: loss=1.8897, train=0.3233, test=0.3497 [DFA] Epoch 20: loss=1.8657, train=0.3318, test=0.3609 [DFA] Epoch 30: loss=1.8545, train=0.3397, test=0.3617 Final test acc: 0.3617 ============================================================ Seed 123 ============================================================ --- DFA --- [DFA] Epoch 1: loss=2.0200, train=0.2612, test=0.3089 [DFA] Epoch 10: loss=1.8812, train=0.3276, test=0.3411 [DFA] Epoch 20: loss=1.8633, train=0.3358, test=0.3635 [DFA] Epoch 30: loss=1.8555, train=0.3406, test=0.3637 Final test acc: 0.3637 ============================================================ Seed 456 ============================================================ --- DFA --- [DFA] Epoch 1: loss=2.0270, train=0.2599, test=0.3030 [DFA] Epoch 10: loss=1.8795, train=0.3255, test=0.3570 [DFA] Epoch 20: loss=1.8610, train=0.3352, test=0.3601 [DFA] Epoch 30: loss=1.8538, train=0.3368, test=0.3614 Final test acc: 0.3614 All results saved to results/dfa_canonical_lam1e-4_30ep/results_cifar10.json --- λ=1e-2 --- Using device: cuda:0 ============================================================ Seed 42 ============================================================ --- DFA --- [DFA] Epoch 1: loss=1.9962, train=0.2802, test=0.3313 [DFA] Epoch 10: loss=1.9151, train=0.3238, test=0.3476 [DFA] Epoch 20: loss=1.8987, train=0.3316, test=0.3590 [DFA] Epoch 30: loss=1.8923, train=0.3405, test=0.3607 Final test acc: 0.3607 ============================================================ Seed 123 ============================================================ --- DFA --- [DFA] Epoch 1: loss=1.9918, train=0.2828, test=0.3309 [DFA] Epoch 10: loss=1.9247, train=0.3184, test=0.3410 [DFA] Epoch 20: loss=1.9115, train=0.3278, test=0.3600 [DFA] Epoch 30: loss=1.9042, train=0.3314, test=0.3582 Final test acc: 0.3582 ============================================================ Seed 456 ============================================================ --- DFA --- [DFA] Epoch 1: loss=1.9882, train=0.2782, test=0.3368 [DFA] Epoch 10: loss=1.9104, train=0.3209, test=0.3606 [DFA] Epoch 20: loss=1.9019, train=0.3310, test=0.3629 [DFA] Epoch 30: loss=1.8953, train=0.3350, test=0.3614 Final test acc: 0.3614 All results saved to results/dfa_canonical_lam1e-2_30ep/results_cifar10.json === PENALTY SWEEP DONE (Wed Apr 29 02:16:23 PM CDT 2026) ===