diff options
| author | YurenHao0426 <Blackhao0426@gmail.com> | 2026-07-23 07:09:14 -0500 |
|---|---|---|
| committer | YurenHao0426 <Blackhao0426@gmail.com> | 2026-07-23 07:09:14 -0500 |
| commit | 2a6f72e22a814fb4093174a2fb1ca2af56c7e63c (patch) | |
| tree | a3eafc8edeac3cae44de2c0da96ae2db2f075688 /PAPER_PLAN.md | |
| parent | c8bfa25f597dc2760855b3f71a59549753c9e4a2 (diff) | |
figures: add audited ResNet confirmation panel
Diffstat (limited to 'PAPER_PLAN.md')
| -rw-r--r-- | PAPER_PLAN.md | 37 |
1 files changed, 20 insertions, 17 deletions
diff --git a/PAPER_PLAN.md b/PAPER_PLAN.md index 290ac30..f3fcab3 100644 --- a/PAPER_PLAN.md +++ b/PAPER_PLAN.md @@ -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. |
