Gerchinovitz, Sébastien

14 publications

ICML 2025 Efficient Robust Conformal Prediction via Lipschitz-Bounded Networks Thomas Massena, Léo Andéol, Thibaut Boissin, Franck Mamalet, Corentin Friedrich, Mathieu Serrurier, Sébastien Gerchinovitz

TMLR 2024 Diversity-Preserving $k$--Armed Bandits, Revisited Hedi Hadiji, Sébastien Gerchinovitz, Jean-Michel Loubes, Gilles Stoltz

JMLR 2024 The Loss Landscape of Deep Linear Neural Networks: A Second-Order Analysis El Mehdi Achour, François Malgouyres, Sébastien Gerchinovitz

NeurIPS 2022 A General Approximation Lower Bound in $L^p$ Norm, with Applications to Feed-Forward Neural Networks El Mehdi Achour, Armand Foucault, Sébastien Gerchinovitz, François Malgouyres

AISTATS 2021 The Sample Complexity of Level Set Approximation François Bachoc, Tommaso Cesari, Sébastien Gerchinovitz

NeurIPS 2021 Instance-Dependent Bounds for Zeroth-Order Lipschitz Optimization with Error Certificates Francois Bachoc, Tom Cesari, Sébastien Gerchinovitz

NeurIPS 2021 Numerical Influence of ReLU’(0) on Backpropagation David Bertoin, Jérôme Bolte, Sébastien Gerchinovitz, Edouard Pauwels

ALT 2019 Uniform Regret Bounds over $\mathbb{R}^d$ for the Sequential Linear Regression Problem with the Square Loss Pierre Gaillard, Sébastien Gerchinovitz, Malo Huard, Gilles Stoltz

COLT 2017 Algorithmic Chaining and the Role of Partial Feedback in Online Nonparametric Learning Nicolò Cesa-Bianchi, Pierre Gaillard, Claudio Gentile, Sébastien Gerchinovitz

NeurIPS 2016 Refined Lower Bounds for Adversarial Bandits Sébastien Gerchinovitz, Tor Lattimore

COLT 2015 A Chaining Algorithm for Online Nonparametric Regression Pierre Gaillard, Sébastien Gerchinovitz

JMLR 2013 Sparsity Regret Bounds for Individual Sequences in Online Linear Regression Sébastien Gerchinovitz

ALT 2011 Adaptive and Optimal Online Linear Regression on ℓ1-Balls Sébastien Gerchinovitz, Jia Yuan Yu

COLT 2011 Sparsity Regret Bounds for Individual Sequences in Online Linear Regression Sébastien Gerchinovitz