Minimal-Dissipation Learning for Energy-Based Models

Jeff Hnybida, Simon Verret

We show that the bias of the approximate maximum-likelihood estimation (MLE) objective of a persistent chain energy-based model (EBM) is precisely equal to the thermodynamic excess…