Before coming to Oxford, I completed a BSc in mathematics where I focused on probability and stochastic processes. I did my MSc in mathematical sciences here at Oxford, where I studied stochastic analysis and machine learning, and wrote my dissertation on the theory of diffusion models.

• Deep learning theory
• Causal inference
• Structured reasoning and security in foundation models