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Lénaic Chizat
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10
Mean-Field Langevin Dynamics for Signed Measures via a Bilevel Approach
1 January 2025 by
Guillaume Wang
and
others
at
École Polytechnique Fédérale De Lausanne
Optimization and Control
,
Machine Learning
Deep linear networks for regression are implicitly regularized towards flat minima
28 October 2024 by
Pierre Marion
and
Lénaïc Chizat
Machine Learning
Annealed Sinkhorn for Optimal Transport: convergence, regularization path and debiasing
21 August 2024 by
Lénaïc Chizat
at
École Polytechnique Fédérale De Lausanne
Machine Learning
,
Optimization and Control
Sharper Exponential Convergence Rates for Sinkhorn's Algorithm in Continuous Settings
1 July 2024 by
Lénaïc Chizat
and
others
Optimization and Control
The Feature Speed Formula: a flexible approach to scale hyper-parameters of deep neural networks
22 June 2024 by
Lénaïc Chizat
and
Praneeth Netrapalli
Machine Learning
On the symmetries in the dynamics of wide two-layer neural networks
6 December 2022 by
Karl Hajjar
and
Lénaic Chizat
at
EPFL
Machine Learning
Sparse Optimization on Measures with Over-parameterized Gradient Descent
3 November 2020 by
Lénaic Chizat
Optimization and Control
,
Machine Learning
Faster Wasserstein Distance Estimation with the Sinkhorn Divergence
29 October 2020 by
Lénaic Chizat
and
others
Optimization and Control
,
Statistics Theory
Implicit Bias of Gradient Descent for Wide Two-layer Neural Networks Trained with the Logistic Loss
21 February 2020 by
Lénaic Chizat
and
Francis Bach
Optimization and Control
,
Machine Learning
A Note on Lazy Training in Supervised Differentiable Programming
21 February 2019 by
Lénaic Chizat
and
Francis Bach
Optimization and Control
,
Machine Learning
Sample Complexity of Sinkhorn divergences
5 February 2019 by
Aude Genevay
and
others
Statistics Theory
On the Global Convergence of Gradient Descent for Over-parameterized Models using Optimal Transport
29 October 2018 by
Lénaic Chizat
and
Francis Bach
Optimization and Control
,
Neural and Evolutionary Computing
Scaling Algorithms for Unbalanced Transport Problems
22 May 2017 by
Lénaic Chizat
and
others
Optimization and Control
Unbalanced Optimal Transport: Geometry and Kantorovich Formulation
19 November 2015 by
Lénaic Chizat
and
others
Optimization and Control
An Interpolating Distance between Optimal Transport and Fisher-Rao
9 July 2015 by
Lénaic Chizat
and
others
Analysis of PDEs
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Key points
Topics
Machine Learning
Optimization and Control
Statistics Theory
Neural and Evolutionary Computing
Analysis of PDEs
