diff options
| author | YurenHao0426 <Blackhao0426@gmail.com> | 2026-07-23 07:03:22 -0500 |
|---|---|---|
| committer | YurenHao0426 <Blackhao0426@gmail.com> | 2026-07-23 07:03:22 -0500 |
| commit | c8bfa25f597dc2760855b3f71a59549753c9e4a2 (patch) | |
| tree | a8c1ecbad2a8d17e8c0651531519d76bb41b167e | |
| parent | 03c94a1728d9a45f653a815a5f8d6eace9dd3d02 (diff) | |
docs: record oral B recovery boundary
| -rw-r--r-- | PAPER_PLAN.md | 37 | ||||
| -rw-r--r-- | README.md | 23 | ||||
| -rw-r--r-- | RESULTS.md | 44 | ||||
| -rw-r--r-- | REVIEW_SCORECARD.md | 16 | ||||
| -rw-r--r-- | ROADMAP.md | 38 |
5 files changed, 114 insertions, 44 deletions
diff --git a/PAPER_PLAN.md b/PAPER_PLAN.md index 04f1d2f..290ac30 100644 --- a/PAPER_PLAN.md +++ b/PAPER_PLAN.md @@ -72,17 +72,16 @@ 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, the Harnett desired-velocity signature, and full standard - ResNet stability fail their frozen gates, defining the method's actual - boundary. + vectorization, the Harnett desired-velocity/full population signature, and + the original learned-vectorizer ResNet branch fail their frozen gates, + defining the method's actual boundary. 5. **Standard scale.** D3 passes all frozen checks at `91.18%` validation on - ResNet-20 versus BP's `91.62%`, but it is one seed. Do not promote this to - a robustness or depth-scaling claim until the already frozen paired - five-seed D4 confirmation and a separate depth panel pass. - The separate dynamic-depth recovery in `ORAL_A_RECOVERY.md` is the only - permitted depth panel: after oral-B passes, it reuses D4's ResNet-20 cells - and adds BP/DFA/clean-KP/dynamic ResNet-32/56 comparisons under a frozen - positive-depth-benefit and cost gate. + ResNet-20 versus BP's `91.62%`; the independent paired D4 panel then reaches + `91.584%` mean test accuracy versus clean KP's `91.388%`. This supports + ResNet-20 robustness, not a positive depth-scaling claim. The separately + frozen dynamic-depth panel in `ORAL_A_RECOVERY.md` was the only permitted + route to the latter, but its oral-B R2 prerequisite fails, so no new + ResNet-32/56 endpoint is opened. ## Figure order in the manuscript @@ -155,8 +154,10 @@ numbering. lesion; desired velocity is unsupported. - Keep the original failed screen intact. The separately frozen recovery factorizes learned causal role from within-episode performance innovation; - report it only if both its D4-gated development screen and untouched - 6-task-by-5-model confirmation pass. + its D4-gated development screen passes, but the untouched 6-task-by-5-model + confirmation fails the joint population-vectorization/longitudinal gate. + Report the learning, lesion, sign-inversion, and velocity positives as a + bounded diagnostic, not as a passed oral-B claim. - Even a complete recovery pass supports innovation-guided plasticity, not online neural control: the recovery fixes `kappa=0` by construction. @@ -177,7 +178,7 @@ numbering. | “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.” | Original oral-B negative result plus the separately frozen role/velocity recovery and untouched 30-record confirmation | No biological claim changes unless the recovery passes; `kappa=0` cannot support desired velocity | +| “Harnett already proves the biological story.” | Original oral-B negative result plus the separately frozen role/velocity recovery and untouched 30-record confirmation | Recovery fixes learning and sign but fails the joint outcome/longitudinal gate; `kappa=0` cannot support desired velocity | | “The fast controller is just an unreported contrastive phase.” | Paired neutral observation count and elementwise/wall cost are explicit; no task-nudged state, loss query, or reverse pass is used | The instruction-off microphase is a real assumption and weakens the single-phase biological claim | | “The gates were selected after results.” | Git-frozen protocols, untouched confirmation seeds, failed branches retained | Early inherited pilots predate the strict boundary and must remain labeled | @@ -276,6 +277,10 @@ ResNet-20 with an inherited zero-query reciprocal credit path. The paper must still attribute reciprocal KP plasticity to prior work, count the paired neutral microphase and elementwise work, and retain the failed arbitrary-top-down, desired-velocity, online-control, and earlier unstable -branches. D4 alone cannot support positive added-depth utility. The next -paper-changing gate is oral-B R1/R2; only its separately frozen confirmation -can raise 7 to 8 and unlock the standard ResNet-20/32/56 oral-A panel. +branches. D4 alone cannot support positive added-depth utility. Oral-B R1 +selects `eta=0.1` with 98.05% worst-task development success, but the untouched +R2 confirmation fails the broader outcome-vectorization and longitudinal +signature checks despite 99.53% mean success and 30/30 positive sign +inversions. The score therefore remains 7 and the frozen +ResNet-20/32/56 oral-A panel stays closed. Do not repair thresholds or route +around the failed prerequisite. @@ -91,13 +91,22 @@ and scaling behavior. See `NOVELTY.md` for the exact prior-art boundary. The broad endogenous-traffic gate and the Harnett desired-velocity/online-control screen failed. Those results are retained and explicitly constrain the paper: -SDIL does not currently explain the reported error-derivative signature, and -the residual mechanism is supported for traffic predictable from the chosen -somatic statistic rather than arbitrary top-down context. `ROADMAP.md` and -`ORAL_B.md` contain the frozen gates and complete negative branches. -A mechanics-only recovery now separates perturbation-learned causal role from -within-episode performance velocity; it passes its algebraic checks but has no -task endpoint and does not yet weaken this limitation. +SDIL does not currently explain the complete reported dendritic population +signature or online control, and the residual mechanism is supported for +traffic predictable from the chosen somatic statistic rather than arbitrary +top-down context. `ROADMAP.md` and `ORAL_B.md` contain the frozen gates and +complete negative branches. +A temporal-difference recovery separates perturbation-learned causal role from +within-episode performance velocity. Its development gate selects `eta=0.1` +with 98.05% worst-task success, and its untouched 30-record confirmation +retains 99.53% mean success, positive sign inversion in all 30 records, and a +0.639 velocity-over-error correlation advantage. The complete R2 gate +nevertheless fails: residual outcome decoding is only 47.33%, residuals trail +soma by 4.32 points, and the longitudinal correlation is `-0.013`. Thus the +recovery sharpens the boundary--causal-role temporal-difference plasticity +works in this synthetic task, but the broader Harnett-like population +vectorization signature is not established. The strict score remains 7/10 +and the oral-A depth panel stays sealed. ## Publication-facing artifacts @@ -184,6 +184,50 @@ learning, outcome decoding, and residual decorrelation do not imply the cell-role-specific error-derivative signature observed by Harnett and colleagues. +## Temporal-difference oral-B recovery (R1/R2) + +The separately frozen recovery changes the structural target rather than +reinterpreting the failed screen. It learns a per-cell causal-role coefficient +from scalar antithetic cursor observations and multiplies that role by +within-episode performance innovation +`|e_(t-1)|-|e_t|`; `kappa=0`, so the branch tests plasticity rather than online +control. R1 uses only development task seeds 0--2. The complete two-rate +screen selects `eta=0.1`: all three seed-level ten-check gates pass, final +success is `98.05%`, `98.83%`, and `99.61%`, sign inversion is +`0.0651--0.0675`, and learned-role cosine is `0.945--0.973`. The lower +`eta=0.03` rate retains the mechanism checks but fails final success at +`36.72--46.09%`. + +R2 then evaluates the selected rate once on untouched task seeds 10--15 and +model seeds 0--4, treating the six tasks--not the 30 models--as independent +units. Its main task-cluster results are: + +| frozen R2 quantity | mean | one-sided 95% relevant bound | gate | +|:--|--:|--:|:--:| +| intact final success | 99.531% | lower 99.364% | pass | +| early-to-late gain | 90.451 points | lower 89.222 | pass | +| gap over fixed vectorizer | 99.531 points | lower 99.364 | pass | +| learned-role cosine | 0.9395 | lower 0.9336 | pass | +| absolute residual-soma correlation | 0.0609 | upper 0.0625 | pass | +| raw-minus-residual correlation | 0.9365 | lower 0.9350 | pass | +| surrounding-state balanced accuracy | 54.508% | lower 54.431% | **fail mean >=55%** | +| decoder-distance residual correlation | 0.1559 | lower 0.1520 | pass | +| residual outcome balanced accuracy | 47.325% | lower 43.067% | **fail** | +| residual-minus-soma outcome accuracy | -4.322 points | lower -9.101 | **fail** | +| causal-role sign inversion | 0.0712; 30/30 positive | lower 0.0703 | pass | +| velocity-minus-error correlation advantage | 0.6389 | lower 0.6376 | pass | +| early-residual/late-soma correlation | -0.0132 | lower -0.1786 | **fail** | + +All 30 records are finite and pass pairing, neutral-predictor, cursor-cost, +role-learning, plasticity-lesion, oracle-ceiling, decorrelation, and +provenance checks. However, the complete frozen R2 gate fails seven aggregate +population-vectorization/longitudinal checks. It therefore does not establish +oral-B innovation-guided plasticity under the predeclared joint claim, does +not raise the reviewer score above 7, and does not unlock oral-A. The strongly +positive learning, plasticity-lesion, sign-inversion, and velocity-dominance +results remain useful mechanistic evidence, but they cannot be reported as a +passed Harnett-signature panel. + ## Frozen endogenous mixed-traffic confirmation (MNIST, d3/w256, 15 epochs) The 95-run C1 panel crossed five paired model seeds, soma and endogenous top-down traffic, two diff --git a/REVIEW_SCORECARD.md b/REVIEW_SCORECARD.md index 4efdf72..483114c 100644 --- a/REVIEW_SCORECARD.md +++ b/REVIEW_SCORECARD.md @@ -49,8 +49,9 @@ Every formal result report records: but cost `68.4x` ordinary forward-equivalent work. 3. Innovation was not uniformly beneficial for arbitrary endogenous top-down traffic, so the supported mechanism is narrower than the initial claim. -4. The frozen oral-B screen falsified the desired-velocity and Harnett error-derivative claims. - A temporal-difference factorization repairs the sign algebra only; it has no task endpoint. +4. The temporal-difference recovery solves the task, passes the plasticity lesion, and yields + 30/30 positive sign inversions, but its untouched R2 panel fails residual outcome advantage and + longitudinal prediction. The broader Harnett-like population signature remains unsupported. 5. The standard-network result inherits reciprocal KP and pays for a paired neutral microphase. D4 establishes the innovation operation, not a new credit-transport mechanism or a literal cortical implementation. @@ -81,14 +82,15 @@ Every formal result report records: | Dynamic projection D2 | 5 | One frozen 20-epoch record reaches 83.58%, above clean KP's 82.66%, with all stability and cost gates passing | Short single-seed validation cannot establish the full scaling claim | | Dynamic projection D3 | 6 | All 19 frozen checks pass at 91.18%, within 0.44/0.08 points of BP/clean KP, with 0.9994 early alignment and 1.326x BP MACs | One validation seed cannot establish robustness | | Dynamic projection D4 | 7 | All ten untouched records pass: dynamic 91.584% versus clean KP 91.388%, paired upper deficit bound 0.131 points, early alignment 0.999687, and no invariant failures | Establishes ResNet-20 robustness/noninferiority, not positive depth utility | -| Oral-B recovery R1/R2 | R1 open | Role/velocity factorization passes mechanics; the two-rate R1 and untouched 6-task-by-5-model R2 gates were frozen before any recovery task endpoint | Only a complete R2 pass can establish innovation-guided plasticity and move 7 to 8 | -| Oral-A dynamic depth recovery | not opened | A 60-cell ResNet-20/32/56 BP/DFA/clean-KP/dynamic panel, positive-depth-benefit gate, mechanism invariants, and fair cost bounds are frozen before any new endpoint | It is hard-gated on D4 and oral-B R2; only a complete pass can establish standard-depth scaling and move 8 to 9 | +| Oral-B recovery R1/R2 | failed at R2 | R1 selects eta 0.1 with 98.05% worst-task success; untouched R2 retains 99.53% mean success and 30/30 positive signs but fails outcome-vectorization and longitudinal gates | Score remains 7; the joint oral-B claim is not established | +| Oral-A dynamic depth recovery | closed | A 60-cell ResNet-20/32/56 BP/DFA/clean-KP/dynamic panel was frozen before any new endpoint | Its oral-B R2 prerequisite failed, so none of the 50 new cells may run | | Oral-A A4 | not opened | The prerequisite A3 gate failed | No oral-A confirmation claim is available | These are conditional reviewer forecasts, not promised scores. A failed stage leaves its negative result in the record and can lower the score if it invalidates a current claim. The original -oral-B branch remains failed and cannot be retroactively reopened by vision results; the new -plasticity-only recovery must pass its own separately frozen R1 and R2 gates. +oral-B branch remains failed and cannot be retroactively reopened by vision results. The +plasticity-only recovery passes R1 but fails its separately frozen R2 joint gate, so oral-A +remains closed. ## Evidence-to-score log @@ -121,6 +123,8 @@ plasticity-only recovery must pass its own separately frozen R1 and R2 gates. | 2026-07-22 / `32122d0` oral-B recovery freeze | Before any recovery task endpoint, the untouched 30-record R2 protocol, task-cluster uncertainty, original B1/B2 signatures, plasticity lesion, digest binding, and immutable analyzer are executable | 6 → 6 | Removes a preregistration gap but supplies no empirical evidence; R1 is still sealed behind D4 and confirmation seeds remain untouched | | 2026-07-22 / `1853620` oral-A recovery freeze | Before any new standard-depth endpoint, a D4-reusing 60-cell ResNet-20/32/56 panel and exact runner/analyzer contract are executable, with BP/DFA/KP controls, positive depth gain, alignment, projection, query, MAC, and memory gates | 6 → 6 | Precommits the final oral claim without bypassing the required sequence; no experiment opens unless D4 reaches 7 and oral-B R2 reaches 8 | | 2026-07-23 / `2fed62a` dynamic projection D4 | All ten untouched paired test records pass the frozen gate: dynamic 91.584% versus clean KP 91.388%, clean-minus-dynamic upper bound 0.131 points, 0.999687 early alignment, and zero invariant failures | 6 → 7 | Establishes the strict accept bar with independent ResNet-20 robustness/noninferiority; opens oral-B R1 but does not support added-depth or desired-velocity claims | +| 2026-07-23 / `1ff7cb7` oral-B recovery R1 | The complete two-rate development grid selects eta 0.1; all 30 seed-level checks pass, with 98.05% worst-task final success, positive sign inversion, and 0.945 minimum role cosine | 7 → 7 | Strong development support for the repaired causal-role/velocity factorization, but R1 cannot change the score and only opens untouched R2 | +| 2026-07-23 / `03c94a1` oral-B recovery R2 | Thirty untouched records retain 99.53% mean success, 90.45-point gain, 30/30 positive signs, and strong decorrelation, but fail seven population-vectorization/longitudinal checks | 7 → 7 | The recovery fixes learning, causal role, and sign but not the broader Harnett-like signature; oral-B and oral-A close without threshold repair | Future rows are appended only after an audited frozen stage. A score staying flat is informative: engineering, theory exposition, or visualization may make the paper more defensible without @@ -20,9 +20,9 @@ not count. The preregistered oral-B task, structural screen, confirmation seeds, signature thresholds, and phase-specific lesion are specified in `ORAL_B.md`. They were frozen while C4 author baselines -were still running and before any continuous-BCI result was generated. Oral-B confirmation remains -sequenced after C4; implementation and CPU-only mechanics may be prepared while the accept jobs -occupy both authorized GPUs. +were still running and before any continuous-BCI result was generated. Oral-B confirmation was +sequenced after C4 and the D4 accept gate; the realized original and recovery branches are +reported below. **Oral-B development status: failed.** The complete frozen 12-candidate by three-task-seed screen found no eligible mechanism. High-learning-rate variants learned the BCI reliably, and several @@ -32,24 +32,28 @@ preregistered stop rule, environment seeds 10--15 and all confirmation model see untouched. This falsifies the current model's claimed emergence of the Harnett derivative signature; it cannot be repaired by reporting only its successful learning or decoder results. -**Oral-B recovery R0 status: mechanics passed, task gate sealed.** Reinspection +**Oral-B recovery R0/R1 status: mechanics and development passed.** Reinspection of Fig. 5 and Extended Data Fig. 13 identifies a structural target conflict: the failed vectorizer regressed `e_t s_i`, so its role contrast encoded current error magnitude rather than the sign of error change. `ORAL_B_RECOVERY.md` factorizes a new candidate into a perturbation-learned causal role and the within-episode performance innovation `|e_(t-1)|-|e_t|`. Deterministic checks recover the role at cosine `0.9963` and change the controlled sign index from -negative to `+0.100`. This is mechanics only; no BCI endpoint, development -seed, or confirmation seed is touched. The two-rate, three-task-seed R1 -learning protocol and complete-grid analyzer are now committed, but its runner -is hard-gated on a complete D4 pass. Confirmation seeds remain sealed. - -The untouched recovery confirmation is now also frozen before any R1 task -endpoint. If and only if R1 selects an eligible rate, R2 runs task seeds -10--15 by model seeds 0--4 with task-cluster uncertainty, the original B1/B2 -signature thresholds, and a plasticity lesion. A complete R2 pass supports -innovation-guided plasticity and raises the strict score from 7 to 8; it cannot -support online control because the recovery fixes `kappa=0`. +negative to `+0.100`. After D4 passes, the frozen two-rate, three-task-seed R1 +screen selects `eta=0.1`; all 30 seed-level checks pass and worst-task final +success is `98.05%`. R1 is development evidence and leaves the score at 7. + +**Oral-B recovery R2 status: failed; branch closed.** The untouched 6-task by +5-model confirmation retains `99.53%` mean final success, `90.45` points of +learning gain, strong fixed-vectorizer and plasticity-lesion margins, mean +role cosine `0.9395`, positive sign inversion in all 30 records, and a `0.6389` +velocity-over-error advantage. Residual decorrelation and decoder-distance +prediction also pass. The joint biological gate fails because +surrounding-state accuracy is `54.51%` versus the 55% mean threshold, residual +outcome accuracy is only `47.33%`, residuals trail soma outcome decoding by +`4.32` points, and longitudinal prediction is `-0.013`. The score remains 7, +oral-A stays sealed, and no threshold repair or replacement confirmation is +permitted. Because `kappa=0`, neither R1 nor R2 could support online control. ## Frozen accept claims and gates @@ -585,6 +589,10 @@ strict reviewer score rises from 6 to 7, establishing the accept bar and opening oral-B recovery R1. Oral-A remains sealed until the separately frozen oral-B R2 confirmation passes. +R1 subsequently passes and selects `eta=0.1`, but the complete untouched R2 +gate fails the outcome-vectorization and longitudinal signatures. Oral-A +therefore remains sealed permanently under this frozen sequence. + Prepare convolutional local-update primitives and ResNet-20/32/56 protocols early. Queue frozen runs opportunistically on authorized idle GPUs. Because BurstCCN already reports CIFAR-10 and ImageNet scaling, dataset scale alone is not novel. The oral-level target is a memorable joint |
