I am a PhD student at CMAP (Centre de Mathématiques Appliquées de l’Ecole Polytechnique), at Ecole Polytechnique, France. My advisors are Huyên Pham and Idris Kharroubi.

I will be a Visiting PhD Student at UC Berkeley from October to December 2026, under the supervision of Xin Guo.

My research interests broadly lie in mean-field control and its various applications, ranging from non-exchangeable interacting systems to generative AI for time series. More generally, I am interested in optimization problems over spaces of probability measures, with a particular interest in approaches based on gradient flows, including Wasserstein gradient flows.

Research interests

• Optimal control.
• Mean Field Games (MFG) and Mean Field Control (MFC).
• Gradient flows over measure spaces.
• Generative AI

Current projects

• Fibered Wasserstein gradient flows for time series generation.
• Policy gradient algorithms for mean-field control problems
• Non exchangeable mean-field Markov decision processes with controlled interactions.