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authorYurenHao0426 <Blackhao0426@gmail.com>2026-07-22 17:46:07 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-07-22 17:46:07 -0500
commitd3248cf4d2d28e2650bac0ac3c33252581fed843 (patch)
treedadb6cfcce72af2273c213d4a93f22fda3dc703a /results/figs/figureS_dynamic_stability_caption.md
parent5ef26ffbd8c99b2c15124277d545255c901f8c96 (diff)
docs: add audited dynamic stability caption
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+**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.
+