A Worked Example of Fokker-Planck based Active Inference

Abstract

The Free Energy Principle (FEP) and its corollary active inference describe a complex theoretical framework with a substantial statistical mechanics foundation that is often expressed in terms of the Fokker-Planck equation. Easy-to-follow examples of this formalism are scarce, leaving a high barrier of entry to the field. In this paper we provide a worked example of an active inference agent as a hierarchical Gaussian generative model. We proceed to write its equations of motion explicitly as a Fokker-Planck equation, providing a clear mapping between theoretical accounts of FEP and practical implementation.

Publication
International Workshop on Active Inference
Magnus Koudahl
Magnus Koudahl
Former PhD student

Former researcher at BIASlab.

Bert de Vries
Bert de Vries
Professor

I am a professor at TU Eindhoven and team leader of BIASlab.