What Type of Inference is Active Inference?
The paper reformulates Active Inference by decomposing its variational free energy into a predictive model's VFE plus explicit entropy-correction terms. This combination, involving planning and epistemic corrections, yields a full variational characterization of Expected Free Energy (EFE)-based planning. This method provides a principled message-passing scheme for active inference that captures novelty and handles complex environmental dynamics.