:star: Our paper Online Allocation with Differential Privacy was accepted as Spotlight (acceptance rate 1.3%) by NeurIPS 2026! It defines the differential privacy metrics for online resource allocation problems, formally establishes the performance limits of privacy-robustness trade-offs, and provides a theoretically-sound meta framework.