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authorYurenHao0426 <Blackhao0426@gmail.com>2026-07-22 12:10:39 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-07-22 12:10:39 -0500
commit04de9326e60bb9e3592c0ddb5474265d228cbce0 (patch)
tree2066af6e8b164ea825934a416581f73dbaa13c58 /PAPER_PLAN.md
parent09e8ccdf2404ba0691bffeab00cf223fcbd13222 (diff)
results: record failed Oral-A full ResNet gate
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index a401909..1c958ff 100644
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@@ -43,10 +43,11 @@ 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. Insert the native-baseline and standard-ResNet result only after their
- strict imports/gates complete. End with the supported scope: innovation is
- useful for soma-predictable traffic, while learned feedback amortization
- remains the useful-depth bottleneck.
+6. 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.
+ End with the supported scope: innovation is useful for soma-predictable
+ traffic, while learned feedback amortization and long-horizon stability
+ remain the useful-depth bottlenecks.
The abstract should not mention the failed desired-velocity hypothesis unless
the paper explicitly positions that falsification as a contribution. It must
@@ -66,10 +67,11 @@ not imply that no-traffic scaling establishes the necessity of residualization.
preservation, alignment, query/MAC/memory cost, and direct-versus-amortized
causal feedback.
4. **Scientific negatives.** Broad top-down traffic, useful-depth learned
- vectorization, and the Harnett desired-velocity signature fail their frozen
- gates, defining the method's actual boundary.
-5. **Standard scale, conditional.** Add only if Oral-A passes its validation
- and untouched confirmation gates.
+ vectorization, the Harnett desired-velocity signature, and full standard
+ ResNet stability fail their frozen gates, defining the method's actual
+ boundary.
+5. **Standard scale.** Do not claim it: A3 failed and the A4 test panel stayed
+ sealed.
## Figure order in the manuscript
@@ -81,9 +83,9 @@ numbering.
2. **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`. If Oral-A A4 passes, add or
- replace with the ResNet20/32/56 accuracy, alignment-retention, and local-cost
- panel; retain the MLP result as controlled diagnosis.
+3. **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. This can be a main figure if
space permits or a dense supplementary figure.
@@ -151,7 +153,7 @@ numbering.
|:--|:--|:--|
| “This is Lansdell synthetic feedback renamed.” | `NOVELTY.md`; no-traffic method explicitly attributed; raw/matched/innovation panel isolates the new operation | Novelty remains narrow and needs clear writing |
| “The residual only clips an oversized signal.” | Per-example norm-matched raw control; positive scaling preserves cosine; Figure mechanism panel | Artificial predictable traffic is still a controlled construction |
-| “Depth does not help this task.” | Claim says preservation; C2 reports the learned-vectorizer failure; Oral-A targets standard useful scale | Fatal to a broad scaling claim unless Oral-A passes |
+| “Depth does not help this task.” | Claim says preservation; C2 reports the learned-vectorizer failure; Oral-A A3 is retained as a failed standard-scale test | Fatal to a broad scaling claim; the paper must remain mechanism-focused |
| “Local methods hide enormous extra work.” | Logical queries, MACs, peak memory, wall time, C3 confirmation, EP/native protocols | Hardware implementations are not all equally optimized |
| “Weak baselines define the win.” | BP/FA/DFA/direct NP/FF/PEPITA/EP plus native BurstCCN and Dual Prop | Native reproductions are one seed and method-native, not equal compute |
| “Harnett already proves the biological story.” | Oral-B preregistration and complete negative result | Biological contribution is limited without new data or a new passed prediction |
@@ -174,3 +176,7 @@ innovation is load-bearing under identifiable mixed traffic and the inherited
causal-feedback backbone preserves depth on the controlled task, but standard
useful scaling remains unresolved. The correct response is a narrower title,
claim, and score—not another post-hoc ResNet tuning branch.
+
+This is the realized branch: A3 SDIL became nonfinite at epoch 90 and ended at
+chance. A4 remained untouched. The working title therefore stays
+mechanism-focused, and the standard-ResNet result is a disclosed limitation.