2022
Fair Wrapping for Black-box Predictions
Alexander Soen, Ibrahim Alabdulmohsin, Oluwasanmi O Koyejo, Yishay Mansour, Nyalleng Moorosi, Richard Nock +2
NeurIPS 2022accept
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 functions whose optimization can correct any twist in prediction, unfairness being treated as a twist. In the post-proces…