Emergence of Nonequilibrium Latent Cycles in Unsupervised Generative Modeling

Marco Baiesi, Alberto Rosso

We show that nonequilibrium dynamics can play a constructive role in unsupervised machine learning by inducing the spontaneous emergence of latent-state cycles. We introduce a mode…