diff options
| author | YurenHao0426 <Blackhao0426@gmail.com> | 2026-04-07 23:00:54 -0500 |
|---|---|---|
| committer | YurenHao0426 <Blackhao0426@gmail.com> | 2026-04-07 23:00:54 -0500 |
| commit | 31ddecc9eb646b15c4ac5960c7de9346c8f7be68 (patch) | |
| tree | eb3d7784aa24dbcd0aca348c0239df609ba3fbf5 /results | |
| parent | ede7cca3e4f9048e3fc6d99077f8842e9b598ff4 (diff) | |
Protocol diagnostic (a): use max per-block growth, not max/min ratio
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.
Diffstat (limited to 'results')
| -rw-r--r-- | results/protocol_audit/audit_table_s42.json | 15 | ||||
| -rw-r--r-- | results/protocol_audit/temporal_evolution_s123.json | 204 | ||||
| -rw-r--r-- | results/protocol_audit/temporal_evolution_s42.json | 204 | ||||
| -rw-r--r-- | results/protocol_audit/temporal_evolution_s456.json | 204 |
4 files changed, 316 insertions, 311 deletions
diff --git a/results/protocol_audit/audit_table_s42.json b/results/protocol_audit/audit_table_s42.json index d1c1f84..901ac85 100644 --- a/results/protocol_audit/audit_table_s42.json +++ b/results/protocol_audit/audit_table_s42.json @@ -1,6 +1,6 @@ { "reports": { - "bp": { + "bp_s42": { "method_name": "BP", "notes": "4-block d=256 ResMLP, CIFAR-10, seed 42", "residual_norms": [ @@ -29,7 +29,7 @@ "frozen_acc_margin_pp": 2.0 } }, - "dfa": { + "dfa_s42": { "method_name": "DFA", "notes": "4-block d=256 ResMLP, CIFAR-10, seed 42", "residual_norms": [ @@ -58,7 +58,7 @@ "frozen_acc_margin_pp": 2.0 } }, - "state_bridge": { + "state_bridge_s42": { "method_name": "STATE_BRIDGE", "notes": "4-block d=256 ResMLP, CIFAR-10, seed 42", "residual_norms": [ @@ -87,7 +87,7 @@ "frozen_acc_margin_pp": 2.0 } }, - "credit_bridge": { + "credit_bridge_s42": { "method_name": "CREDIT_BRIDGE", "notes": "4-block d=256 ResMLP, CIFAR-10, seed 42", "residual_norms": [ @@ -116,7 +116,7 @@ "frozen_acc_margin_pp": 2.0 } }, - "ep": { + "ep_s42": { "method_name": "EP", "notes": "4-block d=256 ResMLP, CIFAR-10, seed 42", "residual_norms": [ @@ -149,6 +149,7 @@ "summary": [ { "method": "bp", + "seed": 42, "acc": 0.6149, "h_L": 205.75946044921875, "g_L": 0.0003701267414726317, @@ -158,6 +159,7 @@ }, { "method": "dfa", + "seed": 42, "acc": 0.3107, "h_L": 435299520.0, "g_L": 4.174704582027289e-09, @@ -167,6 +169,7 @@ }, { "method": "state_bridge", + "seed": 42, "acc": 0.1695, "h_L": 228665568.0, "g_L": 1.8411722146893794e-09, @@ -176,6 +179,7 @@ }, { "method": "credit_bridge", + "seed": 42, "acc": 0.2562, "h_L": 606231552.0, "g_L": 9.011226209665324e-10, @@ -185,6 +189,7 @@ }, { "method": "ep", + "seed": 42, "acc": 0.359, "h_L": 3286.841064453125, "g_L": 0.00016422539192717522, diff --git a/results/protocol_audit/temporal_evolution_s123.json b/results/protocol_audit/temporal_evolution_s123.json index 8638200..b3bf014 100644 --- a/results/protocol_audit/temporal_evolution_s123.json +++ b/results/protocol_audit/temporal_evolution_s123.json @@ -4,712 +4,712 @@ { "epoch": 0, "acc": 0.095703125, - "h_max_to_h0_ratio": 1.0115157968411475, + "max_per_block_growth": 1.0035584615913915, "g_L": 0.0009735578205436468, "gamma": 0.006830460682976991 }, { "epoch": 1, "acc": 0.3037109375, - "h_max_to_h0_ratio": 8.08479852978841, + "max_per_block_growth": 2.755747266137524, "g_L": 1.3258621720524388e-06, "gamma": 0.10659917898010463 }, { "epoch": 2, "acc": 0.29296875, - "h_max_to_h0_ratio": 27.023017466253993, + "max_per_block_growth": 5.270643697811081, "g_L": 2.744452558545163e-07, "gamma": 0.10788296448299661 }, { "epoch": 3, "acc": 0.318359375, - "h_max_to_h0_ratio": 49.15688081751248, + "max_per_block_growth": 8.472383171149307, "g_L": 1.1543902900257308e-07, "gamma": 0.1084698709892109 }, { "epoch": 4, "acc": 0.3173828125, - "h_max_to_h0_ratio": 76.57207033518385, + "max_per_block_growth": 12.259528233955077, "g_L": 6.374663996666641e-08, "gamma": 0.10987455540453084 }, { "epoch": 5, "acc": 0.3017578125, - "h_max_to_h0_ratio": 112.70560783775568, + "max_per_block_growth": 17.01050957308343, "g_L": 3.916203894505088e-08, "gamma": 0.1083616423420608 }, { "epoch": 6, "acc": 0.3095703125, - "h_max_to_h0_ratio": 152.18789945535445, + "max_per_block_growth": 21.320357485061372, "g_L": 2.6873932412740942e-08, "gamma": 0.11125951120629907 }, { "epoch": 7, "acc": 0.3076171875, - "h_max_to_h0_ratio": 200.1275202448463, + "max_per_block_growth": 26.889430232107742, "g_L": 1.8932304612917505e-08, "gamma": 0.11049338441807777 }, { "epoch": 8, "acc": 0.2978515625, - "h_max_to_h0_ratio": 254.38766625488108, + "max_per_block_growth": 32.656781662649976, "g_L": 1.4027999206689401e-08, "gamma": 0.11245601065456867 }, { "epoch": 9, "acc": 0.30078125, - "h_max_to_h0_ratio": 315.0201684320053, + "max_per_block_growth": 39.511745493580584, "g_L": 1.1055576010221557e-08, "gamma": 0.11317481694277376 }, { "epoch": 10, "acc": 0.30859375, - "h_max_to_h0_ratio": 384.370792122622, + "max_per_block_growth": 46.93254873198462, "g_L": 8.476813917468462e-09, "gamma": 0.11495429277420044 }, { "epoch": 11, "acc": 0.30859375, - "h_max_to_h0_ratio": 463.86016691585684, + "max_per_block_growth": 55.183162941137525, "g_L": 7.011437208603866e-09, "gamma": 0.11651878873817623 }, { "epoch": 12, "acc": 0.3046875, - 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