I am a postdoctoral researcher at Meta FAIR, working on world models with Yann LeCun. My research interests lie at the intersection of machine learning and physics; my current focus is on developing efficient algorithms that enable agents to perceive, understand, and predict the world around them, in order to interact with it. Previously, I completed my PhD at Ecole normale supérieure (DIENS) and Inria (WILLOW & THOTH), advised by Jean Ponce, Julien Mairal and Olivier Flasseur. There, I designed physically informed deep learning architectures for scientific data, with a particular emphasis on the detection of exoplanets via direct imaging. In collaboration with astronomers Anne-Marie Lagrange and Maud Langlois, I applied these methods to observations from the ESO's Very Large Telescope (VLT) in Chile.