Scale-Invariant Resonant Cores in Dyadic Surprise Minimization: Generalization of the H1 Law from Pairwise to Collective Regimes
Abstract
We extend the empirically calibrated H1 Dyadic Law (v2.3.1) — a predictive toy model of resonance in two-mind interactions via surprise minimization (∆F) — to domain-agnostic collective regimes. Large-scale simulations (10 million dyads) reveal a striking invariant: approximately 4.6% of realizations achieve ultra-low ∆F ≤ 0.0015 (the Mbele resonant core, φ_R ≈ 0.046), independent of ensemble size, collective gating, or OFF-state ablation. This resonant core fraction emerges intrinsically from the pairwise dyadic kernel.
Fields of Study & Subjects
Quantum Mechanics and Applications
Cold Fusion and Nuclear Reactions
Complex Systems and Time Series Analysis
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 5 February 2026
- Language
- EN
- Document type
- Preprint