Equilibrium and non-Equilibrium regimes in the learning of Restricted Boltzmann Machines

Aurélien Decelle (1, 2, 3) , Cyril Furtlehner (1, 2) , Beatriz Seoane (3)

1 TAU - TAckling the Underspecified
2 LISN - Laboratoire Interdisciplinaire des Sciences du Numérique
3 UCM - Universidad Complutense de Madrid = Complutense University of Madrid [Madrid]

Domaines: Apprentissage [cs.LG]; Systèmes désordonnés et réseaux de neurones [cond-mat.dis-nn]; Mécanique statistique [cond-mat.stat-mech]

Aurélien Decelle, Cyril Furtlehner, Beatriz Seoane. Equilibrium and non-Equilibrium regimes in the learning of Restricted Boltzmann Machines. NeurIPS 2021, Dec 2021, Vancouver, United States. ⟨hal-03518796⟩