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Romain Gautron

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2020 – today

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2022
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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: 107182 (2022)
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  - journals/corr/abs-2207-03270
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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 abs/2207.03270 (2022)
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  - journals/corr/abs-2210-04537
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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 abs/2210.04537 (2022)
2021
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Dorian Baudry, Romain Gautron, Emilie Kaufmann, Odalric Maillard:
Optimal Thompson Sampling strategies for support-aware CVaR bandits. ICML 2021: 716-726
2020
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  - journals/corr/abs-2012-05754
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Dorian Baudry, Romain Gautron, Emilie Kaufmann, Odalric-Ambrym Maillard:
Thompson Sampling for CVaR Bandits. CoRR abs/2012.05754 (2020)

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