=== FA canonical penalty sweep === --- FA λ=1e-4 --- Using device: cuda:0 ============================================================ Seed 42 ============================================================ --- FA --- [FA] Epoch 1: loss=2.0346, train=0.2557, test=0.2909 [FA] Epoch 10: loss=1.8700, train=0.3346, test=0.3635 [FA] Epoch 20: loss=1.8495, train=0.3436, test=0.3682 [FA] Epoch 30: loss=1.8430, train=0.3521, test=0.3759 Final test acc: 0.3759 ============================================================ Seed 123 ============================================================ --- FA --- [FA] Epoch 1: loss=2.0259, train=0.2600, test=0.3099 [FA] Epoch 10: loss=1.8666, train=0.3358, test=0.3532 [FA] Epoch 20: loss=1.8505, train=0.3472, test=0.3685 [FA] Epoch 30: loss=1.8391, train=0.3530, test=0.3725 Final test acc: 0.3725 ============================================================ Seed 456 ============================================================ --- FA --- [FA] Epoch 1: loss=2.0371, train=0.2562, test=0.2999 [FA] Epoch 10: loss=1.8573, train=0.3373, test=0.3567 [FA] Epoch 20: loss=1.8335, train=0.3500, test=0.3831 [FA] Epoch 30: loss=1.8207, train=0.3574, test=0.3837 Final test acc: 0.3837 All results saved to results/fa_canonical_lam1e-4_30ep/results_cifar10.json --- FA λ=1e-2 --- Using device: cuda:0 ============================================================ Seed 42 ============================================================ --- FA --- [FA] Epoch 1: loss=2.0011, train=0.2748, test=0.3237 [FA] Epoch 10: loss=1.9015, train=0.3259, test=0.3462 [FA] Epoch 20: loss=1.8762, train=0.3376, test=0.3620 [FA] Epoch 30: loss=1.8683, train=0.3472, test=0.3713 Final test acc: 0.3713 ============================================================ Seed 123 ============================================================ --- FA --- [FA] Epoch 1: loss=1.9927, train=0.2807, test=0.3339 [FA] Epoch 10: loss=1.9047, train=0.3250, test=0.3513 [FA] Epoch 20: loss=1.8867, train=0.3368, test=0.3600 [FA] Epoch 30: loss=1.8784, train=0.3428, test=0.3660 Final test acc: 0.3660 ============================================================ Seed 456 ============================================================ --- FA --- [FA] Epoch 1: loss=2.0075, train=0.2735, test=0.3312 [FA] Epoch 10: loss=1.9005, train=0.3261, test=0.3561 [FA] Epoch 20: loss=1.8808, train=0.3402, test=0.3682 [FA] Epoch 30: loss=1.8698, train=0.3499, test=0.3695 Final test acc: 0.3695 All results saved to results/fa_canonical_lam1e-2_30ep/results_cifar10.json === FA PENALTY SWEEP DONE ===