Training Restricted Boltzmann Machines via the Thouless-Anderson-Palmer
Free Energy

Training Restricted Boltzmann Machines via the Thouless-Anderson-Palmer Free Energy

9 June 2015

Marylou Gabrié

Florent Krzakala

Papers citing "Training Restricted Boltzmann Machines via the Thouless-Anderson-Palmer Free Energy"

12 / 12 papers shown

Title
Balanced Training of Energy-Based Models with Adaptive Flow Sampling Louis Grenioux Eric Moulines Marylou Gabrié 54 2 0 01 Jun 2023
Explaining the effects of non-convergent sampling in the training of Energy-Based Models E. Agoritsas Giovanni Catania A. Decelle Beatriz Seoane DiffM 37 10 0 23 Jan 2023
Restricted Boltzmann Machine, recent advances and mean-field theory A. Decelle Cyril Furtlehner AI4CE 27 54 0 23 Nov 2020
From Boltzmann Machines to Neural Networks and Back Again Surbhi Goel Adam R. Klivans Frederic Koehler 29 5 0 25 Jul 2020
A Dynamical Mean-Field Theory for Learning in Restricted Boltzmann Machines Burak Çakmak Manfred Opper AI4CE 31 11 0 04 May 2020
Gaussian-Spherical Restricted Boltzmann Machines A. Decelle Cyril Furtlehner 35 5 0 31 Oct 2019
Thermodynamics of Restricted Boltzmann Machines and related learning dynamics A. Decelle G. Fissore Cyril Furtlehner AI4CE 41 42 0 05 Mar 2018
Constrained Low-rank Matrix Estimation: Phase Transitions, Approximate Message Passing and Applications T. Lesieur Florent Krzakala Lenka Zdeborová 90 124 0 03 Jan 2017
Spectral Inference Methods on Sparse Graphs: Theory and Applications Alaa Saade 30 6 0 14 Oct 2016
Inferring Sparsity: Compressed Sensing using Generalized Restricted Boltzmann Machines Eric W. Tramel Andre Manoel F. Caltagirone Marylou Gabrié Florent Krzakala 57 21 0 13 Jun 2016
Partition Functions from Rao-Blackwellized Tempered Sampling David Carlson Patrick Stinson Ari Pakman Liam Paninski 41 13 0 07 Mar 2016
Approximate Message Passing with Restricted Boltzmann Machine Priors Eric W. Tramel Angélique Dremeau Florent Krzakala 30 34 0 23 Feb 2015