113 citations · 392 across the 22 of their papers we have counts for
4 papers · 1 filter
Landscape Complexity for the Empirical Risk of Generalized Linear Models
Antoine Maillard, Gérard Ben Arous, Giulio Biroli
We present a method to obtain the average and the typical value of the number of critical points of the empirical risk landscape for generalized linear estimation problems and vari…
High-temperature Expansions and Message Passing Algorithms
Antoine Maillard, Laura Foini, Alejandro Lage Castellanos +3
Improved mean-field technics are a central theme of statistical physics methods applied to inference and learning. We revisit here some of these methods using high-temperature expa…
The spiked matrix model with generative priors
Benjamin Aubin, Bruno Loureiro, Antoine Maillard +2
Using a low-dimensional parametrization of signals is a generic and powerful way to enhance performance in signal processing and statistical inference. A very popular and widely ex…
A Quantum Monte Carlo algorithm for out-of-equilibrium Green's functions at long times
Corentin Bertrand, Olivier Parcollet, Antoine Maillard +1
We present a quantum Monte-Carlo algorithm for computing the perturbative expansion in power of the coupling constant of the out-of-equilibrium Green's functions of interacting…