• P. Clavier, S. Allassonnière, E. Le Pennec. : “Robust Reinforcement Learning with Distributional Risk-averse formulation” (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

  • EMINES Math for Machine Learning summer school, 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 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.” ,



  • 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)