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20112025
most citedPhase Diagram of Restricted Boltzmann Machines and Generalised Hopfield Networks with Arbitrary Priors

80 citations · 645 across the 38 of their papers we have counts for

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math-ph2024

On the phase diagram of the multiscale mean-field spin-glass

Francesco Camilli, Pierluigi Contucci, Emanuele Mingione +1

In this paper we study the phase diagram of a Sherrington-Kirkpatrick (SK) model where the couplings are forced to thermalize at different time scales. Besides being a challenging…

math-ph2017★ 27 cited

Neural Networks retrieving Boolean patterns in a sea of Gaussian ones

Elena Agliari, Adriano Barra, Chiara Longo +1

Restricted Boltzmann Machines are key tools in Machine Learning and are described by the energy function of bipartite spin-glasses. From a statistical mechanical perspective, they…

math-ph2015★ 9 cited

Non-Convex Multipartite Ferromagnets

Giuseppe Genovese, Daniele Tantari

We investigate a multipartite ferromagnetic model without self-interactions between spins of the same party, so that the Hamiltonian is not a definite quadratic form of the magneti…

math-ph2013★ 2 cited

Multi-species mean-field spin-glasses. Rigorous results

Adriano Barra, Pierluigi Contucci, Emanuele Mingione +1

We study a multi-species spin glass system where the density of each species is kept fixed at increasing volumes. The model reduces to the Sherrington-Kirkpatrick one for the singl…

math-ph2011★ 4 cited

A Solvable Mean Field Model of a Gaussian Spin Glass

Adriano Barra, Giuseppe Genovese, Francesco Guerra +1

We introduce a mean field spin glass model with gaussian distribuited spins and pairwise interactions, whose couplings are drawn randomly from a normal gaussian distribution too. W…