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Climate Science at the Interface Between Topological Data Analysis and Dynamical Systems Theory

 Davide Faranda , Théo Lacombe , Nina Otter , Kristian Strommen
Notices of the American Mathematical Society, 2024, 71, pp.267-271. ⟨10.1090/noti2864⟩
Article dans une revue hal-04396161v1
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Near-optimal estimation of smooth transport maps with kernel sums-of-squares

 Boris Muzellec , Adrien Vacher , Francis Bach , François-Xavier Vialard , Alessandro Rudi
SIAM Journal on Mathematics of Data Science, In press
Article dans une revue hal-03466696v1
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On global convergence of ResNets: From finite to infinite width using linear parameterization

 Raphaël Barboni , Gabriel Peyré , François-Xavier Vialard
NeurIPS 2022, Nov 2022, New Orleans (online), United States. pp.16385-16397
Communication dans un congrès hal-03473699v2

Interpolating between Optimal Transport and MMD using Sinkhorn Divergences

 Jean Feydy , Thibault Séjourné , François-Xavier Vialard , Shun-Ichi Amari , Alain Trouvé , et al.
AISTATS, Apr 2019, Naha, Okinawa, Japan. pp.2681-2690, ⟨10.48550/arXiv.1810.08278⟩
Communication dans un congrès hal-04435902v1

Faster Unbalanced Optimal Transport: Translation invariant Sinkhorn and 1-D Frank-Wolfe

 Gabriel Peyré , François Vialard , Thibault Séjourné
Proceedings of The 25th International Conference on Artificial Intelligence and Statistics, Mar 2022, 2022-03-28, France. pp.4995-5021
Communication dans un congrès hal-03869544v1
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Faster Wasserstein Distance Estimation with the Sinkhorn Divergence

 Lenaic Chizat , Pierre Roussillon , Flavien Léger , François-Xavier Vialard , Gabriel Peyré
NeurIPS 2020, Dec 2020, Vancouver, Canada. pp.2257-2269
Communication dans un congrès hal-02867271v2
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A Dimension-free Computational Upper-bound for Smooth Optimal Transport Estimation

 Adrien Vacher , Boris Muzellec , Alessandro Rudi , Francis Bach , François-Xavier Vialard
COLT 2021 - 34th Annual Conference on Learning Theory, Aug 2021, Boulder, United States
Communication dans un congrès hal-03454237v1

Implicit Compressibility of Overparametrized Neural Networks Trained with Heavy-Tailed SGD

 Yijun Wan , Melih Barsbey , Umut Şimşekli , Abdellatif Zaidi
The Thirty-Seventh Annual Conference on Neural Information Processing Systems (NeurIPS), Dec 2023, New Orleans, United States
Communication dans un congrès hal-04457053v1
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