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+=== 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 ===