Publications

Good Allocations from Bad Estimates
with Moritz Hardt
ICLR 2026
[arXiv]
Research conducted while interning at the Max Planck Institute for Intelligent Systems

On Learning, Fairness, and Complexity
Master’s thesis at Oxford supervised by professor Varun Kanade, August 2025.
Paper versions: How Global Calibration Strengthens Multiaccuracy (FOCS’25) & Selective Omniprediction & Fair Abstention (NeurIPS’25).
[PDF]