publications

2023

1. NeurIPS

   Fast Asymptotically Optimal Algorithms for Non Parametric Stochastic Bandits

   Rémy Degenne Dorian Baudry, and  Odalric-Ambrym Maillard

   In Thirty-Seven Conference on Neural Information Processing Systems 2023

   Bib

   @inproceedings{pesquerel2023fimed,
     title = {Fast Asymptotically Optimal Algorithms for Non Parametric Stochastic Bandits},
     author = {Dorian Baudry, Rémy Degenne and Odalric-Ambrym Maillard},
     booktitle = {Thirty-Seven Conference on Neural Information Processing Systems},
     year = {2023},
   }

2. ACML

   Logarithmic Regret in Communicating MDPs: Leveraging Known Dynamics with Bandits

   Odalric-Ambrym Maillard Hassan Saber, and Mohammad Sadegh Talebi

   In Asian Conference on Machine Learning 2023

   Bib

   @inproceedings{pesquerel2023imedktp,
     title = {Logarithmic Regret in Communicating MDPs: Leveraging Known Dynamics with Bandits},
     author = {Hassan Saber, Fabien Pesquerel, Odalric-Ambrym Maillard and Talebi, Mohammad Sadegh},
     booktitle = {Asian Conference on Machine Learning},
     year = {2023},
   }

2022

1. NeurIPS

   IMED-RL: Regret optimal learning of ergodic Markov decision processes

   Fabien Pesquerel, and Odalric-Ambrym Maillard

   In Thirty-Sixth Conference on Neural Information Processing Systems 2022

   Bib

   @inproceedings{pesquerel2022imedrl,
     title = {{IMED}-{RL}: Regret optimal learning of ergodic Markov decision processes},
     author = {Pesquerel, Fabien and Maillard, Odalric-Ambrym},
     booktitle = {Thirty-Sixth Conference on Neural Information Processing Systems},
     year = {2022},
   }

2021

1. NeurIPS

   Stochastic bandits with groups of similar arms.

   Fabien Pesquerel, Hassan Saber, and Odalric-Ambrym Maillard

   In Advances in Neural Information Processing Systems 2021

   Bib HTML PDF

   @inproceedings{pesquerel2021similargroupbandits,
     author = {Pesquerel, Fabien and Saber, Hassan and Maillard, Odalric-Ambrym},
     booktitle = {Advances in Neural Information Processing Systems},
     editor = {Ranzato, M. and Beygelzimer, A. and Dauphin, Y. and Liang, P.S. and Vaughan, J. Wortman},
     pages = {19461--19472},
     publisher = {Curran Associates, Inc.},
     title = {Stochastic bandits with groups of similar arms.},
     volume = {34},
     year = {2021},
   }