Research

Publications

The .bib file associated with all my publications.

Preprints

• Bayes-Adaptive Impulse Control of Piecewise-Deterministic Markov Processes} in hal-05054392 by O. Rossini, M. Vinyals, A. Cleynen, B. de Saporta, R. Sabbadin, M. Vinyals, October 2025

• Bridging Impulse Control of Piecewise Deterministic Markov Processes and Markov Decision Processes: Frameworks, Extensions, and Open Challenges, in arXiv:2501.04120 by A. Cleynen, B. de Saporta, O. Rossini, R. Sabbadin, A. Vernay, April 2025

In Proceedings of Conferences

• July 2024: Journée Santé et IA, PFIA, Deep Reinforcement Learning for Controlled Piecewise Deterministic Markov Process in Cancer Treatment Follow-up, Université de la Rochelle, France [paper]

• May 2024: Journées de Statistique, Deep reinforcement learning for controlled piecewise deterministic Markov process in cancer treatment follow-up, Université de Bordeaux, France [paper]

• July 2023: Journées de Statistique, An example of medical treatment optimization under model uncertainty, Université libre de Bruxelles, Belgique [paper]

Talks

• November 2025: Journées de Biostatistique 2025, Bayes-Adaptive Impulse Control of Piecewise-Deterministic Markov Processes, Univ. Montpellier, France [slides]

• October 2025: Séminaire de Probabilités et Statistique, Deep Reinforcement Learning for Bayes-Adaptive Impulse Control of PDMPs for Cancer Patient Follow-Up, IMAG, Univ. Montpellier, France [slides]

• July 2025: Markov, Semi-Markov Models and Associated Fields, Deep Reinforcement Learning for Impulse Control in PDMPs through BAPOMDP framework, Univ. Sorbonne, Paris, France [slides]

• May 2025: Séminaire des doctorant.e.s, Decisions Under Uncertainty: Reinforcement Learning for Impulse Control Piecewise Deterministic Markov Processes, INRIA, Univ. Montpellier, France [slides]

• January 2025: Journée des doctorant.e.s, Numerical method for optimal strategies for im- pulse control of piecewise deterministic Markov process, INRAE-MIAT, Univ. Toulouse, France [slides]

• November 2024: Journées de Biostatistiques, Predicting Yeast Translation Efficiency from RNA Modification and Degradation Features: A Machine Learning Approach, PariSanté Campus, Paris, France [slides]

• October 2024: Annual meeting of the HSSM-INCA project, Apprentissage par renforcement pour le contrôle de processus de Markov déterministe par morceaux - Application à l’optimisation d’un traitement médical, Université Rouen, Rouen, France [slides]

• (invitée) June 2024: Colloque de statistiques, Rencontres scientifiques Montpellier-Sherbrooke, Apprentissage par renforcement profond pour les processus de Markov déterministe par morceaux contrôlés dans le suivi du traitement du cancer, Sherbrooke, Canada [slides]

• April 2024: 10èmes Rencontres des Jeunes Statisticien.ne.s, Stochastic dynamic control: an approach based on semi-Markov models, Porquerolles, France [slides]

• March 2024: Séminaire des doctorant.e.s, Stochastic dynamic control: an approach based on semi-Markov models, IMAG, Univ. Montpellier, France [slides]

• (invitée) November 2023: 8èmes rencontres de statistique, Contrôle dynamique stochastique : une approche à base de modèles semi-Markov, application à l’optimisation d’un traitement médical, Université Bretagne Sud, Vannes, France [slides]

• September 2023: Annual meeting of the HSSM-INCA project, An example of medical treatment optimization under model uncertainty, Université de Technologie de Compiègne, Compiègne, France [slides]

• (invitée) June 2023: INFORMS Applied Probability Society Conference, An example of medical treatment optimization under model uncertainty, Nancy, France [slides]

• June 2023: Séminaire des doctorant.e.s, An example of medical treatment optimization under model uncertainty, IMAG, Univ. Montpellier, France [slides]

• (invitée) June 2023: Processus markoviens, semi-markoviens et leurs applications, An example of medical treatment optimization under model uncertainty, IMAG, Univ. Montpellier, France [slides]

• February 2023: Journée des doctorant.e.s, Maternal exposure to ambient air pollution and placental epigenetic aging: Developing a new clock and estimating associations, IMAG, Univ. Montpellier, France

• January 2023: Journée des doctorant.e.s, Apprentissage par renforcement à base de modèles pour le contrôle de processus de décision semi- markoviens déterministes par morceaux, partiellement observables, INRAE-MIAT, Univ. Toulouse, France [slides]

• (invitée) December 2022: AustMS2022, Maternal exposure to ambient air pollution and placental epigenetic aging: Developing a new clock and estimating associations, UNSW, Sydney, Australia