diff options
Diffstat (limited to 'README.md')
| -rw-r--r-- | README.md | 17 |
1 files changed, 17 insertions, 0 deletions
@@ -6,6 +6,12 @@ algorithmic hypothesis is narrow: a mixed apical compartment should teach from the component that is unexpected given the same neuron's ordinary somatic state, rather than from raw apical activity. +External A6000 collaborators running the complete 81-cell matched crossover +should begin with +[`COLLABORATOR_ONBOARDING.md`](COLLABORATOR_ONBOARDING.md). It contains the +method boundary, current positive and negative results, environment/data +setup, frozen matrix, restart policy, and the single entry-point command. + For hidden population `l`, the implemented rule is ```text @@ -140,9 +146,20 @@ DFA, PEPITA, Forward--Forward, EP, Dual Propagation, clean KP, and SDIL. All 81 cells are mandatory; adding a width, context, or depth point adds all nine methods rather than an SDIL-only extension. +The complete Plain-CNN P2 panel now passes its 27/27 audit. SDIL scales from +`82.90%` to `89.58%` to `90.70%` validation accuracy from miniCNN through +VGG16, while ordinary FA falls from `68.14%` to `33.80%` and DFA becomes +nonfinite at VGG16. Dual Propagation reaches `92.38%` on VGG16 but takes +`5.97` hours versus SDIL's `1.24`; clean KP slightly dominates SDIL there at +`90.86%` in `1.08` hours. Thus the first family supports scaling and a +cost advantage over iterative strong baselines, but not global Pareto +dominance. ResNet and Transformer crossover cells remain gated on their +complete validation-only selectors. + ## Publication-facing artifacts - `RESULTS.md`: audited positive and negative results; +- `COLLABORATOR_ONBOARDING.md`: complete A6000 81-cell replication packet; - `THEORY.md`: estimator variance, descent conditions, conditional innovation, timescales, and hardware-independent cost; - `BASELINES.md`: matched and native-author baseline ledger; |