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authorYurenHao0426 <Blackhao0426@gmail.com>2026-04-08 09:22:52 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-04-08 09:22:52 -0500
commit8c661528e3f770e69d7a126fff95ca781f07fd87 (patch)
tree15d7688f03f95d7d2d9b4ce7475f9afaa6b73269 /results/confirmatory/clean_sparsity/cifar_bp_s456.json
parent0dc89449af7307516372fe2b0463c11484a695e1 (diff)
Round 38 CB+penalty multi-seed: confirm clean cos-vs-acc dissociation across 3 fixed-feedback methods
CB+penalty 3-seed (4-block d=256, 30ep, lam=1e-2): - acc 0.360±0.003 (same as DFA+pen, 9pp below SB+pen) - ||h_L||=5680±178, ||g_L||=1.9e-5 (HEALTHY) - layer-0 cos +0.652±0.005 - deep cos +0.679±0.008 (4x DFA+pen, 2x SB+pen) - deep rho +0.464±0.025 (6x DFA+pen) Final 3-method rescue comparison: DFA+pen: acc 0.363, deep cos 0.155, deep rho 0.080 SB+pen: acc 0.453, deep cos 0.322, deep rho 0.402 CB+pen: acc 0.360, deep cos 0.679, deep rho 0.464 Clean cos-vs-acc dissociation: - CB has 4x higher deep cos than DFA but SAME accuracy - SB has intermediate deep cos but HIGHEST accuracy - Alignment to BP gradient is NECESSARY but NOT SUFFICIENT for usable credit Paper updates: - §4 ¶4: now includes all 3 methods with numbers, adds 'cos is necessary but not sufficient' framing based on 3-method dissociation - Appendix K: adds CB+pen 3-seed rows + vanilla CB baseline for comparison - Main content still 9 pages exactly (within E&D limit) Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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