My bibliography
I am curently an Associate Professor (Maître de Conférence in France) at the Jean Monnet University in Saint-Étienne, France. I conduct my research in the Data Intelligence team of the Hubert Curien Laboratory. I teache at the engineering school Télécom Saint-Étienne. I obtained my PhD in November 2023 from the University of Technology of Compiègne, France, where my research focused on cautious classifiers under high uncertainty to reduce misclassification risks and counterfactual explanations for indeterminate predictions. My supervisors are Benjamin Quost and Marie-Hélène Masson.
My research interests are
- Trustworthy AI,
- Explainable AI (XAI),
- Cautious classifiers,
- Uncertainty management in machine learning,
- Graph representation learning (GNNs).
News
- [2025-07-18] Our paper “Uncertainty-Aware Concept Bottleneck Models with Enhanced Interpretability” has been accepted by Workshop AIMLAI@ECML-PKDD 2025 (30% of acceptance rate).
- [2025-06-16] Our paper “Efficient and Effective Counterfactual Explanations for Random Forests” has been accepted by Expert Systems With Applications. Free access until August 13, 2025 via the share link https://authors.elsevier.com/a/1lJ-J3PiGTXIz7.
- [2025-03-22] I have become a council member of Association d’Intelligence Artificielle France-Chine (AIFC).
- [2025-01-20] I have become a member of Fédération Informatique de Lyon - CNRS (FIL).
- [2024-11-19] Our paper “Cautious classifier ensembles for set-valued decision-making” has been accepted by International Journal of Approximate Reasoning.
- [2024-11-15] Our paper “Credal ensembling in multi-class classification” has been accepted by Machine Learning.
- [2024-09-02] I started my position of Associate Professor (Maître de Conférence in France) in Université Jean Monnet Saint-Etienne.
Review service
- ECAI: 2025, 2024
- Knowledge-Based Systems: 2025
- Journal of Supercomputing: 2025
- Journal of Data Science and Intelligent Systems: 2025
- Forum for Economic and Financial Studies: 2025
Membership
- Association d’Intelligence Artificielle France-Chine (AIFC): Council Member
- Fédération Informatique de Lyon: Member
