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+Using device: cuda:0
+
+============================================================
+Seed 456
+============================================================
+
+--- State Bridge ---
+ [SB] Epoch 1: loss=2.0369, train=0.2541, test=0.3104, state_err=0.2756
+ [SB] Epoch 10: loss=1.7086, train=0.3943, test=0.4104, state_err=0.0876
+ [SB] Epoch 20: loss=1.6260, train=0.4284, test=0.4459, state_err=0.0630
+ [SB] Epoch 30: loss=1.5980, train=0.4412, test=0.4509, state_err=0.0424
+ Final test acc: 0.4509
+
+All results saved to results/round38_sb_penalty_30ep_s456/results_cifar10.json