activity
20192022
most citedLearning Disentangled Representations via Mutual Information Estimation

10 citations · 34 across the 9 of their papers we have counts for

collaborators

10 papers

cs.LG20224 cited

Precipitaion Nowcasting using Deep Neural Network

Mohamed Chafik Bakkay, Mathieu Serrurier, Valentin Kivachuk Burda +8

Precipitation nowcasting is of great importance for weather forecast users, for activities ranging from outdoor activities and sports competitions to airport traffic management. In…

cs.LG20204 cited

A Hölderian backtracking method for min-max and min-min problems

Jérôme Bolte, Lilian Glaudin, Edouard Pauwels +1

We present a new algorithm to solve min-max or min-min problems out of the convex world. We use rigidity assumptions, ubiquitous in learning, making our method applicable to many o…

physics.ao-ph2020

ARPEGE Cloud Cover Forecast Post-Processing with Convolutional Neural Network

Florian Dupuy, Olivier Mestre, Mathieu Serrurier +7

Cloud cover is crucial information for many applications such as planning land observation missions from space. It remains however a challenging variable to forecast, and Numerical…

physics.comp-ph2020

Surrogate Models for Rainfall Nowcasting

Naty Citlali Cabrera-Gutiérrez, Hadrien Godé, Jean-Christophe Jouhaud +8

Nowcasting (or short-term weather forecasting) is particularly important in the case of extreme events as it helps prevent human losses. Many of our activities, however, also depen…

cs.LG2020

Achieving robustness in classification using optimal transport with hinge regularization

Mathieu Serrurier, Franck Mamalet, Alberto González-Sanz +3

Adversarial examples have pointed out Deep Neural Networks vulnerability to small local noise. It has been shown that constraining their Lipschitz constant should enhance robustnes…

cs.OH20208 cited

Dyslexia and Dysgraphia prediction: A new machine learning approach

Gilles Richard, Mathieu Serrurier

Learning disabilities like dysgraphia, dyslexia, dyspraxia, etc. interfere with academic achievements but have also long terms consequences beyond the academic time. It is widely a…