Cascade of phase transitions in the training of Energy-based models

Dimitrios Bachtis, Giulio Biroli, Aurélien Decelle +1

In this paper, we investigate the feature encoding process in a prototypical energy-based generative model, the Restricted Boltzmann Machine (RBM). We start with an analytical inve…