I am an assistant professor (tenure-track) of the center for applied math (CMAP) of the École Polytechnique holding a Hi! Paris chair. My group develops tools that enable intelligent systems to extract, process, and act on information.
I am currently looking for a PhD student interested in working at the intersection of optimization, machine learning, and statistics (applications reviews are scheduled for February/March 2025).
Read more on how to join my group here.
I have open master thesis topics on generative models, sampling, and reinforcement learning.
Reach out if you are interested in any of these fields or my research more broadly!
Mar 20th, 2025 – I will give an invited talk at UC3M, Spain.
Mar 14th, 2025 – New preprint: "The Lagrangian method for solving constrained Markov games," work with S Das, S. Paternain, and C. Eksin (arXiv).
Mar 11th, 2025 – New preprint: "Benign overfitting and the geometry of the ridge regression solution in binary classification," work with A Tsigler, S. Frei, and P.L. Bartlett (arXiv).
Jan 27th, 2025 – Our paper "Solving differential equations with constrained learning" has been accepted to ICLR 2025 [paper].
Jan 1st, 2025 – I have been appointed an ELLIS scholar.
Nov 4th, 2024 – New preprint: "Solving differential equations with constrained learning" (arXiv).
Oct 10th, 2024 – Check out our paper at NeurIPS 2024: "Constrained sampling with primal-dual Langevin Monte Carlo" [paper].
Sep 18th, 2024 – I have been invited to be part of a panel on career steps for doctoral students at this year's IMPRS-IS bootcamp.
Aug 26th, 2024 – Last chance to catch our tutorial on "Learning under Requirements: Supervised and Reinforcement Learning with Constraints" at EUSIPCO in Lyon, France.
Jul 15th, 2024 – Check out our tutorial on "Learning under Requirements: Supervised and Reinforcement Learning with Constraints" at L4DC in Oxford, UK.
May 28th, 2024 – I gave an interview on the challenges of diversity and internationalization as part of the University of Stuttgart's diversity day. Check out a sample on Instagram.
May 15th, 2024 – I have been invited to take part of SimTech's Beyond the thesis career panel. Follow the link for more details and registration.
Mar 15th, 2024 – Check out our paper at ICLR 2024: "Near-optimal solutions of constrained learning problems" [paper].
Feb 24th, 2024 – I was interviewed by the "Made in Science" podcast about engineering, art, and living in foreign lands.
Feb 20th, 2024 – Check out our tutorial on "Learning under Requirements: Supervised and Reinforcement Learning with Constraints" at AAAI in Vancouver, CA.
Jan 30th, 2024 – I am giving a talk on "(Reinforcement) learning under requirements" at the applied mathematics center (CMAP) of the École Polytechnique, Paris, France.
Jan 12th, 2024 – I am talking about "Constrained reinforcement learning" at the Workshop on RL of the University of Mannheim.
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