preprintOpen MINDMar 28, 2026GREEN OA

SNN-Genesis v20: Stochastic Resonance in LLM Reasoning — Prior Override Boundaries, Trajectory Distillation, and Self-Evolving SNN Control

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Abstract

SNN-Genesis v20 establishes the boundaries of Neural Prior Override, introduces trajectory distillation, and demonstrates self-evolving SNN control. The prior override mechanism works when the model has correct knowledge but is biased toward the wrong strategy (Modified Hanoi: +30pp gain, p=0.007) but fails when knowledge simply doesn't exist (Octal arithmetic: -2.8pp, noise worsens performance). v20 validates this at N=100 (differential widens from +23.3pp to +29.0pp), proves layer-specificity (L16 optimal at 76.7% vs baseline 3.3%), and shows trajectory distillation achieves 48% solve rate (4.8× improvement, p=4.7×10⁻⁵). The self-evolving SNN controller achieves comparable performance to fixed injection…

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Topics & keywords

Keywords
  • Stochastic resonance
  • Noise (video)
  • Context (archaeology)
  • Value noise
  • Gaussian noise
  • Gradient noise
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