11 citations · 25 across the 3 of their papers we have counts for
3 papers
cs.LG2020★ 3 cited
Interpreting Robust Optimization via Adversarial Influence Functions
Zhun Deng, Cynthia Dwork, Jialiang Wang +1
Robust optimization has been widely used in nowadays data science, especially in adversarial training. However, little research has been done to quantify how robust optimization ch…
cs.LG2020★ 11 cited
Representation via Representations: Domain Generalization via Adversarially Learned Invariant Representations
Zhun Deng, Frances Ding, Cynthia Dwork +4
We investigate the power of censoring techniques, first developed for learning {\em fair representations}, to address domain generalization. We examine {\em adversarial} censoring…
cs.CY2017★ 11 cited
Privacy-Preserving Data Analysis for the Federal Statistical Agencies
John Abowd, Lorenzo Alvisi, Cynthia Dwork +3
Government statistical agencies collect enormously valuable data on the nation's population and business activities. Wide access to these data enables evidence-based policy making,…