Lénaïc Chizat

Statistics

Publications

Citations

1.9K

H-Index

Active since

2015

Affiliations

Centre de Recherche en Mathématiques de la Décision(Current)

École Normale Supérieure - PSL

Centre National de la Recherche Scientifique

Université Paris Dauphine-PSL

Laboratoire de Mathématiques d'Orsay

Lénaïc Chizat is an author at Centre de Recherche en Mathématiques de la Décision specializing in engineering, inverse problems, and approximation theory.

ORCID

Top concepts

EngineeringInverse ProblemsComputer ScienceMachine LearningApproximation TheoryMathematical ProgrammingStatisticsData ScienceStatistical InferenceProbability

Publications per year

2015–2021

Publications

Scaling algorithms for unbalanced optimal transport problems

Lénaïc Chizat, Gabriel Peyré, Bernhard Schmitzer et al. · Mathematics of Computation · 2017 · 300 citations · Full text

On Lazy Training in Differentiable Programming

Lénaïc Chizat, Edouard Oyallon, Francis Bach · arXiv (Cornell University) · 2018 · 287 citations · Full text

Geometric Learning, Training Loss, Convolutional Neural Network +16

Unbalanced optimal transport: Dynamic and Kantorovich formulations

Lénaïc Chizat, Gabriel Peyré, Bernhard Schmitzer et al. · Journal of Functional Analysis · 2018 · 198 citations

Mathematical Programming, Pde-constrained Optimization, Unbalanced Optimal Transport +3

On the Global Convergence of Gradient Descent for Over-parameterized Models using Optimal Transport

Lénaïc Chizat, Francis Bach · arXiv (Cornell University) · 2018 · 187 citations · Full text

An Interpolating Distance Between Optimal Transport and Fisher–Rao Metrics

Lénaïc Chizat, Gabriel Peyré, Bernhard Schmitzer et al. · Foundations of Computational Mathematics · 2016 · 161 citations

Engineering, Fisher–rao Metrics, Signal Processing +3

1–5 of 24