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authorYurenHao0426 <Blackhao0426@gmail.com>2026-07-23 07:09:14 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-07-23 07:09:14 -0500
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+# Standard-ResNet confirmation figure caption
+
+**Figure 4 | Somato-dendritic innovation survives a frozen standard-ResNet
+confirmation.** All task endpoints are CIFAR-10 test results from the five
+untouched seeds 10--14 on a standard ResNet-20; lines or bands show paired
+seeds or mean ± sample standard deviation. **a,** Dynamic neutral-projection
+innovation under four-times-RMS soma-predictable apical traffic matches clean
+reciprocal Kolen--Pollack credit. Diamonds show means and 95% normal intervals.
+Dynamic innovation gains 0.196 accuracy points on average; the predeclared
+one-sided 95% upper bound on its deficit is 0.131 points. **b,** Final
+layerwise cosine between the raw apical or innovation signal and the exact
+negative hidden-state gradient.
+Exact gradients are audit-only and never used for learning. Residualization
+removes the directionally contaminating traffic while retaining an early-layer
+cosine of 0.999687. **c,** Mean reciprocal-feedback tracking across all 200
+epochs. Resource annotations report measured GTX 1080 wall time and peak
+allocation, hardware-independent MAC estimates relative to the matched
+50,000-example BP accounting reference, and logical task-loss queries. The
+paired instruction-off neutral observation is explicitly counted and is not
+claimed to be free or single-phase.