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+BP + ‖f‖² penalty: seed=42, lam=0.01, epochs=30
+ ep 1: test_acc=0.3621
+ ep 5: test_acc=0.4054
+ ep 10: test_acc=0.4527
+ ep 15: test_acc=0.4872
+ ep 20: test_acc=0.5082
+ ep 25: test_acc=0.5285
+ ep 30: test_acc=0.5303
+
+FINAL test acc: 0.5303
+Compare to:
+ BP-trainable (3-seed mean): 0.609
+ Penalized DFA lam=1e-2: 0.363
+ DFA-shallow: 0.349
+
+Margin vs DFA-shallow baseline: +18.13 pp
+ → BP+penalty intermediate; partial capacity loss + residual mode 2
+Saved results/bp_with_penalty/bp_pen_lam0.01_s42.json