activity
20182026
most citedAnnealing and replica-symmetry in Deep Boltzmann Machines

30 citations · 30 across the 3 of their papers we have counts for

collaborators

6 papers

math.PR2026

The Invariant Measure of Multiscale Markov Chains via Fast Arborescence Factorization

Diego Alberici, Davide Gabrielli, Giulia Pallotta

We consider a family of continuous-time Markov chains with finite strongly connected transition graph and rates depending on a parameter , so that, when…

math-ph2024

Ferromagnetic Ising Model on multiregular random graphs

Diego Alberici, Pierluigi Contucci, Emanuele Mingione +1

A family of multispecies Ising models on generalized regular random graphs is investigated in the thermodynamic limit. The architecture is specified by class-dependent couplings an…

math-ph2020

The solution of the deep Boltzmann machine on the Nishimori line

Diego Alberici, Francesco Camilli, Pierluigi Contucci +1

The deep Boltzmann machine on the Nishimori line with a finite number of layers is exactly solved by a theorem that expresses its pressure through a finite dimensional variational…

math-ph2020

The multi-species mean-field spin-glass on the Nishimori line

Diego Alberici, Francesco Camilli, Pierluigi Contucci +1

In this paper we study a multi-species disordered model on the Nishimori line. The typical properties of this line, a set of identities and inequalities among correlation functions…

cond-mat.stat-mech202030 cited

Annealing and replica-symmetry in Deep Boltzmann Machines

Diego Alberici, Adriano Barra, Pierluigi Contucci +1

In this paper we study the properties of the quenched pressure of a multi-layer spin-glass model (a deep Boltzmann Machine in artificial intelligence jargon) whose pairwise interac…

math-ph2018

Finite-size corrections for the attractive mean-field monomer-dimer model

Diego Alberici, Pierluigi Contucci, Rachele Luzi +1

The finite volume correction for a mean-field monomer-dimer system with an attractive interaction are computed for the pressure density, the monomer density and the susceptibility.…