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authorYurenHao0426 <Blackhao0426@gmail.com>2026-04-07 23:00:54 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-04-07 23:00:54 -0500
commit31ddecc9eb646b15c4ac5960c7de9346c8f7be68 (patch)
treeeb3d7784aa24dbcd0aca348c0239df609ba3fbf5 /results
parentede7cca3e4f9048e3fc6d99077f8842e9b598ff4 (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.json15
-rw-r--r--results/protocol_audit/temporal_evolution_s123.json204
-rw-r--r--results/protocol_audit/temporal_evolution_s42.json204
-rw-r--r--results/protocol_audit/temporal_evolution_s456.json204
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,
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- "h_max_to_h0_ratio": 152.18789945535445,
+ "max_per_block_growth": 21.320357485061372,
"g_L": 2.6873932412740942e-08,
"gamma": 0.11125951120629907
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- "h_max_to_h0_ratio": 200.1275202448463,
+ "max_per_block_growth": 26.889430232107742,
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+ "max_per_block_growth": 32.656781662649976,
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- "h_max_to_h0_ratio": 315.0201684320053,
+ "max_per_block_growth": 39.511745493580584,
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- "h_max_to_h0_ratio": 384.370792122622,
+ "max_per_block_growth": 46.93254873198462,
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+ "max_per_block_growth": 55.183162941137525,
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+ "max_per_block_growth": 62.168387827880245,
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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 @@
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diff --git a/results/protocol_audit/temporal_evolution_s456.json b/results/protocol_audit/temporal_evolution_s456.json
index bb79d42..e4ba944 100644
--- a/results/protocol_audit/temporal_evolution_s456.json
+++ b/results/protocol_audit/temporal_evolution_s456.json
@@ -4,712 +4,712 @@
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