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+=== BP+pen 30ep s=123 ===
+BP + ‖f‖² penalty: seed=123, lam=0.01, epochs=30
+ ep 1: test_acc=0.3593
+ ep 5: test_acc=0.4104
+ ep 10: test_acc=0.4630
+ ep 15: test_acc=0.4839
+ ep 20: test_acc=0.5025
+ ep 25: test_acc=0.5194
+ ep 30: test_acc=0.5262
+
+FINAL test acc: 0.5262
+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: +17.72 pp
+ → BP+penalty intermediate; partial capacity loss + residual mode 2
+Saved results/bp_with_penalty/bp_pen_lam0.01_s123.json
+=== BP+pen 30ep s=456 ===
+BP + ‖f‖² penalty: seed=456, lam=0.01, epochs=30
+ ep 1: test_acc=0.3652
+ ep 5: test_acc=0.4027
+ ep 10: test_acc=0.4639
+ ep 15: test_acc=0.4963
+ ep 20: test_acc=0.5189
+ ep 25: test_acc=0.5345
+ ep 30: test_acc=0.5397
+
+FINAL test acc: 0.5397
+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: +19.07 pp
+ → BP+penalty intermediate; partial capacity loss + residual mode 2
+Saved results/bp_with_penalty/bp_pen_lam0.01_s456.json
+=== ALL DONE ===