31 citations · 59 across the 5 of their papers we have counts for
5 papers
SiMCa: Sinkhorn Matrix Factorization with Capacity Constraints
Eric Daoud, Luca Ganassali, Antoine Baker +1
For a very broad range of problems, recommendation algorithms have been increasingly used over the past decade. In most of these algorithms, the predictions are built upon user-ite…
Epidemic mitigation by statistical inference from contact tracing data
Antoine Baker, Indaco Biazzo, Alfredo Braunstein +10
Contact-tracing is an essential tool in order to mitigate the impact of pandemic such as the COVID-19. In order to achieve efficient and scalable contact-tracing in real time, digi…
Tree-AMP: Compositional Inference with Tree Approximate Message Passing
Antoine Baker, Benjamin Aubin, Florent Krzakala +1
We introduce Tree-AMP, standing for Tree Approximate Message Passing, a python package for compositional inference in high-dimensional tree-structured models. The package provides…
Exact asymptotics for phase retrieval and compressed sensing with random generative priors
Benjamin Aubin, Bruno Loureiro, Antoine Baker +2
We consider the problem of compressed sensing and of (real-valued) phase retrieval with random measurement matrix. We derive sharp asymptotics for the information-theoretically opt…
On the Universality of Noiseless Linear Estimation with Respect to the Measurement Matrix
Alia Abbara, Antoine Baker, Florent Krzakala +1
In a noiseless linear estimation problem, one aims to reconstruct a vector x* from the knowledge of its linear projections y=Phi x*. There have been many theoretical works concentr…