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authorYurenHao0426 <Blackhao0426@gmail.com>2026-04-08 01:44:29 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-04-08 01:44:29 -0500
commit032afbfc3ec3961748cc557f428d2fd6e4eda5d9 (patch)
tree6c48b7ae53cb4db99046a64de0cd1fe7cf72185b /experiments/confirmatory_supplement.py
parentf92ebda7ec2ac155c1a4241b057801c863834e56 (diff)
BP+penalty control result: mode 2 (intrinsic credit quality) confirmed REAL
BP + lam=1e-2 ||f||^2 penalty trained for 30 epochs (s42): ep 30 final: test_acc 0.5303 margin vs DFA-shallow 0.349: +18.13 pp The 2x2 accuracy grid: no penalty with penalty BP 0.609 0.530 DFA 0.308 0.363 Penalty effect on BP: -8 pp (capacity regularization cost) Penalty effect on DFA: +5.5 pp (rescue from active harm) Mode 2 (intrinsic credit quality) is confirmed REAL by this control: even after the penalty's capacity cost, BP achieves +18 pp depth utilization. DFA under the same penalty achieves only +1.4 pp. The difference (~17 pp) cannot be attributed to capacity loss — it is genuine credit-quality cost of random feedback vs true backprop gradient. This validates the round 19 'two distinct failure modes' framing: mode 2 is not a penalty-induced regularization artifact.
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