The Effective Theory of QWIM: A Stochastic-Bayesian Derivation of Two-Phase Decision Dynamics

Version 4.5 provides a rigorous mathematical foundation for the QWIM model, formulated as an effective theory. Unlike previous numerical frameworks, this version introduces a formal derivation of the Fokker-Planck equation for decision landscapes and establishes a direct connection to Variational Bayesian Inference and the Free Energy Principle (FEP). Key highlights: (1) Analytical proof of the stochastic-to-dissipative transition, (2) Definition of thermodynamic costs via stochastic entropy production, and (3) Optimization of decision speed via stochastic resonance. This document represents the definitive mathematical formulation of two-phase decision dynamics. This project is now under legal monitoring. All commercial implementations must contact the author.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-01-30
DOI
https://doi.org/10.5281/zenodo.18436000
Primary Topic
Statistical Mechanics and Entropy
Type
article
Field-Weighted Citation Impact
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article

The Effective Theory of QWIM: A Stochastic-Bayesian Derivation of Two-Phase Decision Dynamics

Valeriy Kotenko
Zenodo (CERN European Organization for Nuclear Research)
Statistical Mechanics and Entropy
article

The Effective Theory of QWIM: A Stochastic-Bayesian Derivation of Two-Phase Decision Dynamics

Valeriy Kotenko
article en

Abstract

Version 4.5 provides a rigorous mathematical foundation for the QWIM model, formulated as an effective theory. Unlike previous numerical frameworks, this version introduces a formal derivation of the Fokker-Planck equation for decision landscapes and establishes a direct connection to Variational Bayesian Inference and the Free Energy Principle (FEP). Key highlights: (1) Analytical proof of the stochastic-to-dissipative transition, (2) Definition of thermodynamic costs via stochastic entropy production, and (3) Optimization of decision speed via stochastic resonance. This document represents the definitive mathematical formulation of two-phase decision dynamics. This project is now under legal monitoring. All commercial implementations must contact the author.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 70%
Statistical Mechanics and Entropy
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The Effective Theory of QWIM: A Stochastic-Bayesian Derivation of Two-Phase Decision Dynamics — Valeriy Kotenko · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS