777 citations · 1.8k across the 46 of their papers we have counts for
5 papers · 1 filter
Cosmology with cosmic web environments II. Redshift-space auto and cross power spectra
Tony Bonnaire, Joseph Kuruvilla, Nabila Aghanim +1
Degeneracies among parameters of the cosmological model are known to drastically limit the information contained in the matter distribution. In the first paper of this series, we s…
Thermodynamics of bidirectional associative memories
Adriano Barra, Giovanni Catania, Aurélien Decelle +1
In this paper we investigate the equilibrium properties of bidirectional associative memories (BAMs). Introduced by Kosko in 1988 as a generalization of the Hopfield model to a bip…
Learning a Restricted Boltzmann Machine using biased Monte Carlo sampling
Nicolas Béreux, Aurélien Decelle, Cyril Furtlehner +1
Restricted Boltzmann Machines are simple and powerful generative models that can encode any complex dataset. Despite all their advantages, in practice the trainings are often unsta…
The mighty force: statistical inference and high-dimensional statistics
Erik Aurell, Jean Barbier, Aurelien Decelle +1
This is a review to appear as a contribution to the edited volume "Spin Glass Theory & Far Beyond - Replica Symmetry Breaking after 40 Years", World Scientific. It showcases a sele…
Fundamental problems in statistical physics XIV: Lecture on Machine Learning
Aurélien Decelle
The recent progresses in Machine Learning opened the door to actual applications of learning algorithms but also to new research directions both in the field of Machine Learning di…