ActInf GuestStream 124.1 ~ Ty Roachford: "PCT vs. FEP: A Comparison"

PCT vs. FEP: A Comparison Between Reorganization Theory and Bayesian Inference
https://www.mdpi.com/2673-9321/5/4/35
by Ty Roachford, Warren Mansell. and Rodrigo Pena

Perceptual Control Theory (PCT) and the Free Energy Principle (FEP) are two foundational, principle-based frameworks originally developed to explain brain function. However, since their initial proposals, both frameworks have been generalized to account for the behavior of living systems more broadly. Despite their conceptual overlap and practical successes, a mathematical comparison of the two frameworks has yet to be undertaken. In this article, we briefly introduce and compare the philosophical foundations underlying PCT and FEP. We then introduce and compare their experimental and mathematical foundations concretely in the context of bacterial chemotaxis. With these foundations in place, we can use tools from category theory to argue that PCT can be formally understood as a subset of the FEP framework; however, it is worth noting that the mathematical machinery unique to FEP is not required to successfully model bacterial chemotaxis. Finally, we conclude with a proposal for a mathematical synthesis where each framework plays an orthogonal yet complementary role.
Keywords: Perceptual Control Theory; Free Energy Principle; Active Inference; bacterial chemotaxis; category theory; control theory; Bayesian Inference

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