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Sparse Law Mathematical Primer: Three-Factor Decomposition, Lyapunov Self-Averaging, and the Policy Distortion Factor

Councilman, J.

2026Zenodo (CERN European Organization for Nuclear Research)28 citationsDOIOpen Access PDF

Abstract

v5.0 (March 2026): Revised terminology and epistemic framing throughout. Definitional identities relabeled as Propositions. Classification language updated. Mechanism descriptions qualified as proposed interpretations. License: CC-BY-4.0 (revised from the earlier AGPL-3.0-or-later statement). Scientific conclusions unchanged. v4.0 (March 2026): Revised for consistency with classification theorem v7.0. Demoted empirical results from Theorem to Observation/Conjecture. Corrected gamma normalization convention. Updated DOI cross-references to concept DOIs. Added self-DOI to author block. Qualitative conclusions unchanged. Complete mathematical reference for the sparse law of deep-space DTN communication. Derives the three-factor decomposition DR = S_T · exp(E[H]λ) · Φ from first principles. Key results: (1) Self-averaging of the oracle-path success predictor: ηOPSP = exp(E[H]λ) to < 0.4% across all 8 validation configurations, including high-disorder heliocentric cases (σ² = 0.80). (2) Wald CLT correction valid only when σ² < 0.5; diverges catastrophically above this boundary (+96% overshoot). (3) The policy distortion factor Φ spans [0.3, 8.6] across the 17,280-config orbital sweep and [0.6, 8593] when including CRAWDAD cluster-class traces. (4) Exact factorization confirmed to 1.11 × 10-16 across 154,000+ configurations (8 orbital targets + 4 CRAWDAD traces). Covers: CTMC efficiency model, OPSP bridge, k=1 gateway result, Lyapunov exponent, Wald extension, Braess phase surface, and the classification framework (γ order parameter separating trap and cluster structural classes).

Topics & Concepts

MathematicsUniversality (dynamical systems)Applied mathematicsBoundary (topology)FactorizationDistortion (music)Lyapunov functionConservation lawBinary numberOrder (exchange)Statistical physicsLawCompleteness (order theory)Mathematical analysisKey (lock)Phase (matter)Lyapunov exponentBoundary value problemRadio Astronomy Observations and TechnologyAdvanced Wireless Communication TechnologiesWireless Communication Security Techniques
Sparse Law Mathematical Primer: Three-Factor Decomposition, Lyapunov Self-Averaging, and the Policy Distortion Factor | Litcius