Research & Articles
Academic papers, press coverage, and articles on ads fairness, spacecraft systems, and networking.
Publications
2025UNDER REVIEW
Enhancing Fairness and Efficiency in Personalized Ads Using Impression Variance Aware Optimization
Meta Internal Review
FairnessAdsML
Also a peer reviewer for IEEE Transactions on Software Engineering and 6+ other conferences and journals.
Press & Articles
Jan 2023Meta Newsroom
An Update on Our Ads Fairness Efforts
Meta announces the Variance Reduction System (VRS) — built in collaboration with the DOJ to ensure equitable ad delivery across housing, employment, and credit categories.
FairnessAdsPolicy
Jun 2022U.S. Department of Justice
United States Attorney Resolves Groundbreaking Suit Against Meta Platforms
The DOJ resolves a landmark civil rights settlement with Meta over discriminatory ad targeting, resulting in new fairness systems and targeting restrictions.
FairnessPolicy