Thermodynamics of Restricted Boltzmann Machines and related learning dynamics

Aurélien Decelle, Giancarlo Fissore, Cyril Furtlehner

We investigate the thermodynamic properties of a Restricted Boltzmann Machine (RBM), a simple energy-based generative model used in the context of unsupervised learning. Assuming t…