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20132026
most citedAnnealing and replica-symmetry in Deep Boltzmann Machines

30 citations · 171 across the 16 of their papers we have counts for

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12 papers · 1 filter

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-ph2021

On the convergence to the non-equilibrium steady state of a Langevin dynamics with widely separated time scales and different temperatures

Diego Alberici, Nicolas Macris, Emanuele Mingione

We study the solution of the two-temperatures Fokker-Planck equation and rigorously analyse its convergence towards an explicit non-equilibrium stationary measure for long time and…

math-ph2020★ 23 cited

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★ 19 cited

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…

math-ph2020★ 27 cited

Deep Boltzmann machines: rigorous results at arbitrary depth

Diego Alberici, Pierluigi Contucci, Emanuele Mingione

A class of deep Boltzmann machines is considered in the simplified framework of a quenched system with Gaussian noise and independent entries. The quenched pressure of a -layers…

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.…

math-ph2017★ 1 cited

Two populations mean-field monomer-dimer model

Diego Alberici, Emanuele Mingione

A two populations mean-field monomer-dimer model including both hard-core and attractive interactions between dimers is considered. The pressure density in the thermodynamic limit…

math-ph2016

Mean-Field Monomer-Dimer models. A review

Diego Alberici, Pierluigi Contucci, Emanuele Mingione

A collection of rigorous results for a class of mean-field monomer-dimer models is presented. It includes a Gaussian representation for the partition function that is shown to cons…

math-ph2015★ 8 cited

Limit theorems for monomer-dimer mean-field models with attractive potential

Diego Alberici, Pierluigi Contucci, Micaela Fedele +1

The number of monomers, in a monomer-dimer mean-field model with an attractive potential, fluctuates according to the central limit theorem when the parameters are outside the crit…

math-ph2014★ 12 cited

A mean-field monomer-dimer model with random monomer activities. Exact solution and rigorous results

Diego Alberici, Pierluigi Contucci, Emanuele Mingione

Independent random monomer activities are considered on a mean-feld monomer-dimer model. Under very general conditions on the randomness the model is shown to have a self-averaging…

math-ph2013★ 18 cited

A mean-field monomer-dimer model with attractive interaction. The exact solution

Diego Alberici, Pierluigi Contucci, Emanuele Mingione

A mean-field monomer-dimer model which includes an attractive interaction among both monomers and dimers is introduced and its exact solution rigorously derived. The Heilmann-Lieb…

math-ph2013★ 17 cited

Solution of the monomer-dimer model on locally tree-like graphs. Rigorous results

Diego Alberici, Pierluigi Contucci

We consider the monomer-dimer model on sequences of random graphs locally convergent to trees. We prove that the monomer density converges almost surely, in the thermodynamic limit…