51 citations
- Adobe Systems (United States)US1 paper
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- Centre de Recherche en InformatiqueFR1 paper
- Centre de Recherche en Informatique, Signal et Automatique de LilleFR1 paper
- Centre National de la Recherche ScientifiqueFR1 paper
- École Normale Supérieure Paris-SaclayFR1 paper
- École Normale Supérieure - PSLFR1 paper
- Laboratoire de Biologie et Pharmacologie AppliquéeFR1 paper
- Meta (Israel)IL1 paper
- Otto-von-Guericke-Universität MagdeburgDE1 paper
- Université de LilleFR1 paper
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stat.ML2026★ 51 cited
Black-box optimization of noisy functions with unknown smoothness
Jean-Bastien Grill, Michal Valko, Rémi Munos
We study the problem of black-box optimization of a function f of any dimension, given function evaluations perturbed by noise. The function is assumed to be locally smooth around…
stat.ML2026
Active multiple matrix completion with adaptive confidence sets
Andrea Locatelli, Alexandra Carpentier, Michal Valko
In this work, we formulate a new multi-task active learning setting in which the learner's goal is to solve multiple matrix completion problems simultaneously. At each round, the l…
stat.ML2026★ 6 cited
A single algorithm for both restless and rested rotting bandits
Julien Seznec, Pierre Ménard, Alessandro Lazaric +1
In many application domains (e.g., recommender systems, intelligent tutoring systems), the rewards associated to the actions tend to decrease over time. This decay is either caused…