no code implementations • 10 Jul 2023 • Arnaud Descours, Tom Huix, Arnaud Guillin, Manon Michel, Éric Moulines, Boris Nectoux
We provide a rigorous analysis of training by variational inference (VI) of Bayesian neural networks in the two-layer and infinite-width case.
no code implementations • 3 Feb 2023 • Vincent Souveton, Arnaud Guillin, Jens Jasche, Guilhem Lavaux, Manon Michel
Normalizing Flows (NF) are Generative models which are particularly robust and allow for exact sampling of the learned distribution.
1 code implementation • 26 Aug 2015 • Manon Michel, Johannes Mayer, Werner Krauth
We apply the event-chain Monte Carlo algorithm to classical continuum spin models on a lattice and clarify the condition for its validity.
Statistical Mechanics