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=== BP no-pen 30ep seed=42 ===
BP + ‖f‖² penalty: seed=42, lam=0.0, epochs=30
ep 1: test_acc=0.3920
ep 5: test_acc=0.4950
ep 10: test_acc=0.5296
ep 15: test_acc=0.5539
ep 20: test_acc=0.5721
ep 25: test_acc=0.5813
ep 30: test_acc=0.5851
FINAL test acc: 0.5851
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: +23.61 pp
→ BP+penalty intermediate; partial capacity loss + residual mode 2
Saved results/bp_no_penalty_30ep/bp_pen_lam0.0_s42.json
=== BP no-pen 30ep seed=123 ===
BP + ‖f‖² penalty: seed=123, lam=0.0, epochs=30
ep 1: test_acc=0.3958
ep 5: test_acc=0.4851
ep 10: test_acc=0.5345
ep 15: test_acc=0.5564
ep 20: test_acc=0.5748
ep 25: test_acc=0.5827
ep 30: test_acc=0.5845
FINAL test acc: 0.5845
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: +23.55 pp
→ BP+penalty intermediate; partial capacity loss + residual mode 2
Saved results/bp_no_penalty_30ep/bp_pen_lam0.0_s123.json
=== BP no-pen 30ep seed=456 ===
BP + ‖f‖² penalty: seed=456, lam=0.0, epochs=30
ep 1: test_acc=0.3969
ep 5: test_acc=0.4957
ep 10: test_acc=0.5344
ep 15: test_acc=0.5612
ep 20: test_acc=0.5716
ep 25: test_acc=0.5845
ep 30: test_acc=0.5863
FINAL test acc: 0.5863
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: +23.73 pp
→ BP+penalty intermediate; partial capacity loss + residual mode 2
Saved results/bp_no_penalty_30ep/bp_pen_lam0.0_s456.json
=== ALL DONE ===
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