Fair Wrapping for Black-box Predictions

Alexander Soen, Ibrahim Alabdulmohsin, Sanmi Koyejo +5

We introduce a new family of techniques to post-process ("wrap") a black-box classifier in order to reduce its bias. Our technique builds on the recent analysis of improper loss fu…