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authorYurenHao0426 <Blackhao0426@gmail.com>2026-07-23 07:09:14 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-07-23 07:09:14 -0500
commit2a6f72e22a814fb4093174a2fb1ca2af56c7e63c (patch)
treea3eafc8edeac3cae44de2c0da96ae2db2f075688 /PAPER_PLAN.md
parentc8bfa25f597dc2760855b3f71a59549753c9e4a2 (diff)
figures: add audited ResNet confirmation panel
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@@ -44,15 +44,14 @@ as a limitation rather than a title claim.
5. Report the frozen depth panel: SDIL changes by only
`-0.214 +/- 0.349` points over 12x hidden depth while DFA alignment falls to
`0.047`; qualify that flattened CIFAR is depth-flat.
-6. Report native BurstCCN and Dual Prop as method-native context, including
- their unmatched protocols and audited walls. Report the failed
- standard-ResNet A3 gate as a limitation: short-run SDIL beat tuned DFA, but
- the full recipe became nonfinite and did not open A4. The later dynamic
- neutral-projection D2 result may be mentioned as a short seed-0 recovery
- (`83.58%`) but cannot support a full-scale abstract claim unless D3 and its
- independent confirmation pass. End with the supported scope: innovation is
- useful for soma-predictable traffic, while learned feedback amortization and
- independently confirmed long-horizon stability remain bottlenecks.
+6. Report the untouched standard-ResNet confirmation: dynamic innovation
+ reaches `91.584%` mean test accuracy under four-times-RMS predictable
+ traffic versus clean KP's `91.388%`, with a `0.131`-point one-sided deficit
+ bound, `0.999687` early alignment, zero task-loss queries, and `1.326x` BP
+ MACs. Attribute reciprocal KP credit to Akrout et al. and disclose the
+ paired neutral microphase. End with the supported scope: ResNet-20
+ robustness is established, but positive added-depth utility and the broader
+ Harnett-like population signature are not.
The abstract should not mention the failed desired-velocity hypothesis unless
the paper explicitly positions that falsification as a contribution. It must
@@ -90,18 +89,22 @@ numbering.
1. **Mechanism and necessity:** current `figure3_innovation`. Lead with the
subtraction diagram, accuracy under traffic, and used-signal alignment.
-2. **Accuracy/cost:** current `figure1_pareto`, augmented by the completed
+2. **Standard-network confirmation:** current
+ `figure4_resnet_confirmation`. Show untouched paired test endpoints,
+ layerwise raw-versus-innovation direction, the complete credit-tracking
+ trajectory, and the explicit resource audit together.
+3. **Accuracy/cost:** current `figure1_pareto`, augmented by the completed
native-author table in the text or supplement. Do not place unmatched
architectures on one purported equal-compute frontier.
-3. **Depth scaling:** current `figure2_scaling`. Retain the MLP result as a
+4. **Depth scaling:** current `figure2_scaling`. Retain the MLP result as a
controlled depth-preservation diagnosis; report the failed ResNet-20 A3
trajectory in the limitations or supplement, not as a scaling figure.
-4. **Mechanism/cost anatomy:** query-budget retention, direct-NP diagnosis,
- predictor timescale, and failure boundaries. The audited
- `figureS_dynamic_stability` gives the clearest current sequence—fixed
- predictor explosion, continually removed neutral coupling, and restored
- short-run learning—and should move into the main paper if D3 passes.
-5. **Biological signatures:** the complete failed Oral-B screen belongs in the
+5. **Mechanism/cost anatomy:** query-budget retention, direct-NP diagnosis,
+ predictor timescale, and failure boundaries. Keep
+ `figureS_dynamic_stability` in the supplement because the D4 main figure now
+ shows the complete stable trajectory; cite it for the failure-to-recovery
+ sequence.
+6. **Biological signatures:** the complete failed Oral-B screen belongs in the
supplement/limitations unless the paper foregrounds falsification. Report
its positive decodability and negative causal-role results together.