Thermodynamics of Restricted Boltzmann Machines and related learning
dynamics

Thermodynamics of Restricted Boltzmann Machines and related learning dynamics

5 March 2018

Cyril Furtlehner

Papers citing "Thermodynamics of Restricted Boltzmann Machines and related learning dynamics"

13 / 13 papers shown

Title
A theoretical framework for overfitting in energy-based modeling Giovanni Catania A. Decelle Cyril Furtlehner Beatriz Seoane 62 2 0 31 Jan 2025
Cascade of phase transitions in the training of Energy-based models Dimitrios Bachtis Giulio Biroli A. Decelle Beatriz Seoane 42 4 0 23 May 2024
Interpretable machine learning of amino acid patterns in proteins: a statistical ensemble approach A. Braghetto E. Orlandini M. Baiesi 40 4 0 27 Mar 2023
Unsupervised hierarchical clustering using the learning dynamics of RBMs A. Decelle Lorenzo Rosset Beatriz Seoane 11 5 0 03 Feb 2023
Explaining the effects of non-convergent sampling in the training of Energy-Based Models E. Agoritsas Giovanni Catania A. Decelle Beatriz Seoane DiffM 17 10 0 23 Jan 2023
Quantifying Relevance in Learning and Inference M. Marsili Y. Roudi 14 18 0 01 Feb 2022
The emergence of a concept in shallow neural networks E. Agliari Francesco Alemanno Adriano Barra G. D. Marzo 23 39 0 01 Sep 2021
Barriers and Dynamical Paths in Alternating Gibbs Sampling of Restricted Boltzmann Machines C. Roussel Simona Cocco R. Monasson AI4CE 29 14 0 13 Jul 2021
A Dynamical Mean-Field Theory for Learning in Restricted Boltzmann Machines Burak Çakmak Manfred Opper AI4CE 12 11 0 04 May 2020
A Probability Density Theory for Spin-Glass Systems Gavin Hartnett Masoud Mohseni 16 3 0 03 Jan 2020
Gaussian-Spherical Restricted Boltzmann Machines A. Decelle Cyril Furtlehner 27 5 0 31 Oct 2019
Replica Symmetry Breaking in Bipartite Spin Glasses and Neural Networks Gavin Hartnett Edward Parker Edward Geist 13 23 0 17 Mar 2018
Advanced Mean Field Theory of Restricted Boltzmann Machine Haiping Huang Taro Toyoizumi 42 34 0 01 Feb 2015