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+Using device: cuda:0
+
+============================================================
+Seed 123
+============================================================
+
+--- State Bridge ---
+ [SB] Epoch 1: loss=2.0395, train=0.2546, test=0.3128, state_err=0.2665
+ [SB] Epoch 10: loss=1.7017, train=0.4005, test=0.4254, state_err=0.0904
+ [SB] Epoch 20: loss=1.6233, train=0.4291, test=0.4439, state_err=0.0677
+ [SB] Epoch 30: loss=1.5955, train=0.4431, test=0.4514, state_err=0.0437
+ Final test acc: 0.4514
+
+All results saved to results/round38_sb_penalty_30ep_s123/results_cifar10.json