This article derives interaction free energy between sectors, revealing its role in multivariate dynamics.
This article derives the interaction free energy between the Causal Sector ๐ and the Information Sector โ. Mutual information drives the joint evolution; the free energy minimum yields the steady-state solution of the two-field coupling. The structure of the interaction free energy is determined by the off-diagonal elements of the Birkhoff Mixing Matrix. This article derives the interaction free energy formula in detail, determines the ๐-โ coupling strength, and analyzes the role of the interaction free energy in three-field dynamics.
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guobin ouyang (2026) studied this question.
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