Publicaciones en colaboración con investigadores/as de Centre National de la Recherche Scientifique (6)

2023

  1. An Introduction to Machine Learning: a perspective from Statistical Physics

    Physica A: Statistical Mechanics and its Applications, Vol. 631

2022

  1. Regularization of Mixture Models for Robust Principal Graph Learning

    IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 44, Núm. 12, pp. 9119-9130

2019

  1. Learning a local symmetry with neural networks

    Physical Review E, Vol. 100, Núm. 5

2014

  1. Belief-propagation-guided Monte-Carlo sampling

    Physical Review B - Condensed Matter and Materials Physics, Vol. 89, Núm. 21

2011

  1. Asymptotic analysis of the stochastic block model for modular networks and its algorithmic applications

    Physical Review E - Statistical, Nonlinear, and Soft Matter Physics, Vol. 84, Núm. 6

  2. Inference and phase transitions in the detection of modules in sparse networks

    Physical Review Letters, Vol. 107, Núm. 6