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Pierre-Alexandre Mattei

MAASAI, UCA,3iA Côte d'Azur

Explainability as statistical inference

Dec 06, 2022
Hugo Henri Joseph Senetaire, Damien Garreau, Jes Frellsen, Pierre-Alexandre Mattei

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* 10 pages, 22 figures, submitted at ICLR 2023

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Generalised Mutual Information for Discriminative Clustering

Oct 14, 2022
Louis Ohl, Pierre-Alexandre Mattei, Charles Bouveyron, Warith Harchaoui, Mickaël Leclercq, Arnaud Droit, Frederic Precioso

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* To be published in Neural Information Processing Systems 2022

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Model-agnostic out-of-distribution detection using combined statistical tests

Mar 02, 2022
Federico Bergamin, Pierre-Alexandre Mattei, Jakob D. Havtorn, Hugo Senetaire, Hugo Schmutz, Lars Maaløe, Søren Hauberg, Jes Frellsen

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* Accepted at the 25th International Conference on Artificial Intelligence and Statistics (AISTATS), 2022

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Uphill Roads to Variational Tightness: Monotonicity and Monte Carlo Objectives

Jan 26, 2022
Pierre-Alexandre Mattei, Jes Frellsen

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