Publications by the researcher in collaboration with AURELIEN FABRICE DECELLE (8)

2024

  1. Inferring effective couplings with restricted Boltzmann machines

    SciPost Physics, Vol. 16, Núm. 4

2023

  1. Explaining the effects of non-convergent MCMC in the training of Energy-Based Models

    Proceedings of Machine Learning Research

  2. Learning a restricted Boltzmann machine using biased Monte Carlo sampling

    SciPost Physics, Vol. 14, Núm. 3

  3. Thermodynamics of bidirectional associative memories

    Journal of Physics A: Mathematical and Theoretical, Vol. 56, Núm. 20

  4. Unsupervised hierarchical clustering using the learning dynamics of restricted Boltzmann machines

    Physical Review E, Vol. 108, Núm. 1

2022

  1. Equilibrium and non-equilibrium regimes in the learning of restricted Boltzmann machines

    Journal of Statistical Mechanics: Theory and Experiment, Vol. 2022, Núm. 11

2021

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

    Advances in Neural Information Processing Systems

2019

  1. Learning a local symmetry with neural networks

    Physical Review E, Vol. 100, Núm. 5