Research

Interests

• Probabilistic machine learning
• Generative modelling, diffusion and flow models
• Adversarial robustness and alignment
• Information theory and statistical learning
• Reinforcement learning
• Geometry-aware learning

For a list of my papers, see the Publications page.

Background

I got into research through math and physics competitions in high school, which led me to studying electrical engineering at Sharif University.

During undergrad, I worked with Professors Sajjad Amini and Moosavi-Dezfooli on the adversarial robustness of embedding models, and with Professor Michael Unser at EPFL on designing provably 1-Lipschitz neural networks for inverse problems. I also collaborated with Professor Arash Amini on several projects.

I am now a PhD student in the StatML CDT at the University of Oxford, where I plan to work on generative modelling and the mathematical foundations of statistical learning.