107 citations
- Centre National de la Recherche ScientifiqueFR6 papers
- Centre de Recherche en Informatique, Signal et Automatique de LilleFR4 papers
- Google DeepMind (United Kingdom)GB4 papers
- Google (United States)US3 papers
- Centre de Recherche en InformatiqueFR2 papers
- École Centrale de LilleFR2 papers
- Meta (Israel)IL2 papers
- Sequella (United States)US2 papers
- Université de LilleFR2 papers
- Ahlia UniversityBH1 paper
- Bioengineering CenterRU1 paper
- Bioversity InternationalCO1 paper
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cs.AI2022★ 11 cited
gym-DSSAT: a crop model turned into a Reinforcement Learning environment
Romain Gautron, Emilio J. Padrón, Philippe Preux +3
Addressing a real world sequential decision problem with Reinforcement Learning (RL) usually starts with the use of a simulated environment that mimics real conditions. We present…
cs.AI2021
Indexed Minimum Empirical Divergence for Unimodal Bandits
Hassan Saber, Pierre Ménard, Odalric-Ambrym Maillard
We consider a multi-armed bandit problem specified by a set of one-dimensional family exponential distributions endowed with a unimodal structure. We introduce IMED-UB, a algorithm…
cs.AI2021★ 10 cited
Scaling up Mean Field Games with Online Mirror Descent
Julien Perolat, Sarah Perrin, Romuald Elie +5
We address scaling up equilibrium computation in Mean Field Games (MFGs) using Online Mirror Descent (OMD). We show that continuous-time OMD provably converges to a Nash equilibriu…