About
I am a first-year PhD student at École Normale Supérieure (PSL) in Paris, supervised by Giulio Biroli (ENS) and Marc Mézard (Bocconi University). I am based at the Centre de Sciences des Données and the Laboratoire de Physique de l'ENS (LPENS). I am working on diffusion models a state of the art method of generative AI.
Research
Current topic: A statistical physics approach to Diffusion models.
- Theoretical foundations of Diffusion Models
- The generalization/memorization transition in diffusion Models
Selected publications
Below is my current publication list. For the full list, see my Google Scholar profile or OpenReview.
- Bonnaire, T., Raphaël Urfin, Giulio Biroli, Marc Mézard (2025). "Why Diffusion Models Don't Memorize: The Role of Implicit Dynamical Regularization in Training". NeurIPS 2025. OpenReview
Resume
You can find my resume hereContact
Email: name.surname at phys.ens.fr
Profiles: Google Scholar · ORCID · OpenReview · LinkedIn · GitHub