diff options
| author | YurenHao0426 <Blackhao0426@gmail.com> | 2026-07-22 17:46:07 -0500 |
|---|---|---|
| committer | YurenHao0426 <Blackhao0426@gmail.com> | 2026-07-22 17:46:07 -0500 |
| commit | d3248cf4d2d28e2650bac0ac3c33252581fed843 (patch) | |
| tree | dadb6cfcce72af2273c213d4a93f22fda3dc703a /results/figs/figureS_dynamic_stability_caption.md | |
| parent | 5ef26ffbd8c99b2c15124277d545255c901f8c96 (diff) | |
docs: add audited dynamic stability caption
Diffstat (limited to 'results/figs/figureS_dynamic_stability_caption.md')
| -rw-r--r-- | results/figs/figureS_dynamic_stability_caption.md | 20 |
1 files changed, 20 insertions, 0 deletions
diff --git a/results/figs/figureS_dynamic_stability_caption.md b/results/figs/figureS_dynamic_stability_caption.md new file mode 100644 index 0000000..08613e8 --- /dev/null +++ b/results/figs/figureS_dynamic_stability_caption.md @@ -0,0 +1,20 @@ +**Figure S — Dynamic neutral projection repairs the multiplicative +mixed-traffic failure.** **a,** Training-only batch losses for the frozen D1 +dynamic controller and the earlier closed-form/frozen-predictor controller +lesion. The lesion curve is a labeled pre-grid diagnostic rather than a +preregistered endpoint; it visualizes the failure that motivated D1. Both +records use the same ResNet-20 family, four-to-one soma-coupled traffic, +momentum, learning rate, and 352-step boundary. **b,** Before each D1 update, +the neutral residual remaining after the slow predictor grows with the task +state. A fast affine projection based only on paired instruction-off local +soma/apical observations holds the post-projection residual below +`3.03e-8` of traffic RMS. The fast coefficient fit observes no task +instruction and leaves the slow predictor frozen. **c,** The separately +frozen 20-epoch D2 endpoint reaches `83.58%` validation accuracy, versus +`82.66%` for clean reciprocal KP and `10%` for each raw, norm-matched, and +original frozen-innovation MT-1 condition. The MT-1 bars do not receive the +new controller and are retained as historical failed controls. D2 uses one +seed, one final validation evaluation, zero test evaluations, zero task-loss +queries, and `1.326x` the matched BP affine-MAC estimate; the paired neutral +microphase and 4.070e12 elementwise operations are reported separately. + |
