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Stefan Clarke
Stefan Clarke
I am a fourth-year PhD student at the ORFE department at Princeton University where I am privileged to be advised by Professor Bartolomeo Stellato. My reserach is primarily in the field of mathematical optimization, and I am currently working on solving problems in mixed integer optimization, machine learning, and bilevel optimization. Before I was here I received my Masters in Mathematics and Statistics from the University of Oxford.
Publications
- Learning Hierarchical Solvers for Fast Mixed-integer Optimization with Guarantees. Preprint, 2025.
- Differentiable Cutting-plane Layers for Mixed-integer Optimization. Preprint, 2024.
- Optimal Shannon Capacity in Photonic Structures. Preprint, 2024.
- Learning Rationality in Potential Games. Presented the IEEE Conference in Decision and Control, December 2023.
Other Projects
- Learning to play Quoridor with Proximal Policy Optimization, Self-Play and Tree-Search.
- A Haxball Reinforcement Learning Environment.
Prizes and Scholarships
- CDC Student Travel Award (2023) - Awarded for a paper submission to CDC 2023.
- Gibb's Prize (2021) - Best exam performance in the University of Oxford.
- Casberd Scholarship (2018-2020) - Outstanding exam performance.
Teaching
- ORFE 498/499 (Fall 2023-Spring 2025) - Senior Independent Research Foundations.
- ORFE 307 (Spring 2023) - Optimization.
- ORFE 523 (Spring 2023) - Linear and Nonlinear Optimization.
- ORFE 309 (Fall 2022) - Probability and Stochastic Systems.