Discovering and decoding latent mean-field structure with variational autoencoders

Marco Biroli, Max Welling, Vincenzo Vitelli

Generative models are increasingly used to capture correlations in many-body systems, but the representations they learn remain largely opaque to physical interpretation. Here, we…