:star: Our paper Online Allocation with Differential Privacy was accepted (Spotlight) 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.