The free energy principle has been proposed as a unifying account of brain
function. It is closely related, and in some cases subsumes, earlier unifying
ideas such as Bayesian inference, predictive coding, and active learning. This
article clarifies these connections, teasing apart distinctive and shared
predictions.Comment: Accepted for publication in Neurons, Behavior, Data Analysis, and
Theor