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NeurIPS 2026SpotlightMorgan StanleyUniversité Grenoble AlpesUniversité de ToulouseCNRS and LJKCNRS and Archimedes, Athena ReseLearning theory

The Long-Run Distribution of Regularized Learning in Non-Concave Games: A Large Deviations Approach

Waïss Azizian, Pierre-Louis Cauvin, Franck Iutzeler, Jérôme Malick and 1 more

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026U ToulouseUniversidad de ValladolidUniversité de ToulouseINRIAPrivacy

Minimax Private Estimation of Smooth Optimal-Transport Maps

Differentially private wavelet estimators achieve near-minimax rates for smooth optimal transport maps in dimensions above one and minimax rates in one dimension, with matching lower bounds confirming optimality.

Clément Lalanne, David Rodríguez-Vítores, Franck Iutzeler, Jean-Michel Loubes

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026

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