From 31ddecc9eb646b15c4ac5960c7de9346c8f7be68 Mon Sep 17 00:00:00 2001 From: YurenHao0426 Date: Tue, 7 Apr 2026 23:00:54 -0500 Subject: Protocol diagnostic (a): use max per-block growth, not max/min ratio MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Old metric: max(||h||) / max(||h_0||, eps). False-positives on ViT-style architectures because the cls token at layer 0 (right after patch_embed) has anomalously small magnitude (~0.3-1.5), inflating the ratio even on healthy BP-trained ViTs. New metric: max_l(||h_{l+1}|| / ||h_l||) — the largest single-block residual amplification. Architecture-invariant. Calibration: - BP-trained, late training: <5x per block - BP ViT, early epochs (cls token resolving): 13-25x max - DFA-trained ResMLP/ViT: 100-4000x per block Threshold raised from 10 to 50 to sit cleanly between healthy-early- training (max 25) and failure-regime (min 100). Re-verifications: - smoke test (BP/DFA/EP): all 3 verdicts unchanged - random init (3 seeds): trustworthy on all 3 - 5-method audit table single-seed: identical verdicts - decision-utility ablation: identical (still 0/5 by S1, 3/5 by S_full) - temporal evolution 3-seed: (b) now fires first at ep 3-4, (a) at ep 8-11. Both well before training ends. The 'protocol fires ~92 epochs early' story still holds. - ViT temporal evolution: BP no longer false-fires; DFA fires (a) ep 1, (b) ep 3 — protocol works on the second architecture. --- results/protocol_audit/temporal_evolution_s42.json | 204 ++++++++++----------- 1 file changed, 102 insertions(+), 102 deletions(-) (limited to 'results/protocol_audit/temporal_evolution_s42.json') diff --git a/results/protocol_audit/temporal_evolution_s42.json b/results/protocol_audit/temporal_evolution_s42.json index 978390a..875cbd2 100644 --- a/results/protocol_audit/temporal_evolution_s42.json +++ b/results/protocol_audit/temporal_evolution_s42.json @@ -4,712 +4,712 @@ { "epoch": 0, "acc": 0.115234375, - "h_max_to_h0_ratio": 1.0200858518771252, + "max_per_block_growth": 1.007301148982283, "g_L": 0.0009829498594626784, "gamma": 0.007406219025142491 }, { "epoch": 1, "acc": 0.310546875, - "h_max_to_h0_ratio": 9.105539613439749, + "max_per_block_growth": 3.8125746898312873, "g_L": 1.3869492931917193e-06, "gamma": 0.08989996102172881 }, { "epoch": 2, "acc": 0.2880859375, - 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