2 papers
cond-mat.stat-mech2023
Universal representation by Boltzmann machines with Regularised Axons
Przemysław R. Grzybowski, Antoni Jankiewicz, Eloy Piñol +7
It is widely known that Boltzmann machines are capable of representing arbitrary probability distributions over the values of their visible neurons, given enough hidden ones. Howev…
cond-mat.dis-nn2023
Population annealing with topological defect driven nonlocal updates for spin systems with quenched disorder
David Cirauqui, Miguel Ángel García-March, José Ramón Martínez Saavedra +2
Population Annealing, one of the currently state-of-the-art algorithms for solving spin-glass systems, sometimes finds hard disorder instances for which its equilibration quality a…