Equilibrium and non-Equilibrium regimes in the learning of Restricted Boltzmann Machines

28 May 2021

Papers citing "Equilibrium and non-Equilibrium regimes in the learning of Restricted Boltzmann Machines"

8 / 8 papers shown

Title
Fundamental operating regimes, hyper-parameter fine-tuning and glassiness: towards an interpretable replica-theory for trained restricted Boltzmann machines A. Fachechi E. Agliari Miriam Aquaro Anthony Coolen Menno Mulder AI4CE 15 1 0 14 Jun 2024
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
Generative modeling through internal high-dimensional chaotic activity Samantha J. Fournier Pierfrancesco Urbani 32 1 0 17 May 2024
Phase transitions in the mini-batch size for sparse and dense two-layer neural networks Raffaele Marino F. Ricci-Tersenghi 30 14 0 10 May 2023
Interpretable machine learning of amino acid patterns in proteins: a statistical ensemble approach A. Braghetto E. Orlandini M. Baiesi 42 4 0 27 Mar 2023
Unsupervised hierarchical clustering using the learning dynamics of RBMs A. Decelle Lorenzo Rosset Beatriz Seoane 18 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
Disentangling representations in Restricted Boltzmann Machines without adversaries Jorge Fernandez-de-Cossio-Diaz Simona Cocco R. Monasson DRL 40 13 0 23 Jun 2022