Balanced Filtering via Disclosure-Controlled Proxies

Siqi Deng, Emily Diana, Michael Kearns +1

We study the problem of collecting a cohort or set that is balanced with respect to sensitive groups when group membership is unavailable or prohibited from use at deployment time.…