Publications

  • Adil Zouitine, David Bertoin, Pierre Clavier, Matthieu Geist, Emmanuel Rachelson : Time-Constrained Robust MDPs (PDF)

 

  • Adil Zouitine, David Bertoin Pierre Clavier, Matthieu Geist, Emmanuel Rachelson RRLS : Robust Reinforcement Learning Suite (PDF)

 

  • P. Clavier, Emmanuel Rachelson, Erwan Le Pennec, Matthieu Geist : Bootstrapping Expectiles in Reinforcement Learning : (PDF)

 

  • P. Clavier , H. Huix, A. Durmus ‘VITS : Variational Inference Thomson Sampling for contextual bandits’ ICML, 2024. (PDF)

 

  • P. Clavier , E. Le Pennec, M. Geist . “Towards Minimax Optimality of Model-based Robust Reinforcement Learning” UAI 2024 (oral), 2023. (PDF)

 

  • P. Clavier, S. Allassonnière, E. Le Pennec. : “Robust Reinforcement Learning with Distributional Risk-averse formulation” ICML 2022, Workshop in Responsible Decision Making in Dynamic Environments (PDF) Video Illustration video

 

  • P. Clavier , O. Bouaziz, G. Nuel . “Gaussian Sum-Product Networks Learning in the Presence of Interval Censored Data” Proceedings of the 10th International Conference on Probabilistic Graphical Models, 2020. (PDF)

 

Conferences and Talks

  • ICML 2024, Vienna, July 2024

  • UAI 2024, Oral, Barcelona, July 2024

  • Journées des Statistiques, JDS 2024,, Bordeaux , June 2024.

  • Information Theory and Applications Workshop, San Diego, March 2024

  • Computational Mathematical Sciences Group, Caltech, Los Angeles , March 2024.

  • INRIA Soda seminar, Robust Reinforcement Learning: from Theory to Practice. Palaiseau, October 2023.

  • Summer School “Statistics and Learning Theory, Tsaghkadzor, Armenia July 2023.

  • Journées des Statistiques, JDS 2023,, Bruxelles , July 2023.

  • International Conference in Robust statistics, Toulouse, May 2023.

  • MLMDA seminair, Centre Borelli de l’ENS Paris-Saclay, April 2023.

  • HeKA meeting group, Inria Paris Rouen, January 2023

  • Statistical Learning group, Ecole polytechnique, December 2022 France

  • EMINES Math for Machine Learning, July 2022, Ben Guerir Maroco

  • ICML 2022 “Responsible Decision Making in Dynamic Environments , Baltimore, July 2022. Robust Reinforcement Learning using risk-averse formulation.”

  • PRAIRIE workshop, Inria Paris, Paris July 2022.

  • SIMPA seminar, CMAP, Ecole polytechnique, France.

  • New Challenges in Statistical Learning, Font-Romeu, France, March 2022. Robust Reinforcement Learning using risk-averse formulation.

  • Inria Paris Heka seminar, January 2022 P. Clavier, “Some relations between Risk-Averse and Robust Reinforcement Learning”.

  • Colloque Données de santé en vie réelle, DSVR 2020 (link) P. Clavier , “Alcov2: A National Questionnaire Survey for Understanding the Transmission of SARS-CoV-2.”.

  • Stochastic and Biology Group Workshop, LPSM, Sorbonne Université, Paris, April 2020. P. Clavier, G. Nuel “Alcov2 survey exploration and statistical raking.” ,

 

Thesis

  • P. Clavier. “Optimisation of medical trajectory to avoid diagnostic wandering in rare diseases”. Master Thesis, 2021 (PDF)
  • P. Clavier. “Sum-Product Network in the context of missing data”. Master Thesis, 2020 (PDF)