Romain Gautron

Publication Activity (10 Years)

Years Active: 2020-2022
Publications (10 Years): 5

Top Topics

Information Management

Multi Armed Bandit

Reinforcement Learning

Sampling Strategy

Top Venues

Comput. Electron. Agric.

Publications

Romain Gautron, Dorian Baudry, Myriam Adam, Gatien N. Falconnier, Marc Corbeels
Towards an efficient and risk aware strategy for guiding farmers in identifying best crop management. CoRR (2022)
Romain Gautron, Odalric-Ambrym Maillard, Philippe Preux, Marc Corbeels, Régis Sabbadin
Reinforcement learning for crop management support: Review, prospects and challenges. Comput. Electron. Agric. 200 (2022)
Romain Gautron, Emilio J. Padrón, Philippe Preux, Julien Bigot, Odalric-Ambrym Maillard, David Emukpere
gym-DSSAT: a crop model turned into a Reinforcement Learning environment. CoRR (2022)
Dorian Baudry, Romain Gautron, Emilie Kaufmann, Odalric Maillard
Optimal Thompson Sampling strategies for support-aware CVaR bandits. ICML (2021)
Dorian Baudry, Romain Gautron, Emilie Kaufmann, Odalric-Ambrym Maillard
Thompson Sampling for CVaR Bandits. CoRR (2020)