Optimizing Group-Fair Plackett-Luce Ranking Models for Relevance and Ex-Post Fairness

Sruthi Gorantla, Eshaan Bhansali, Amit Deshpande +1

In learning-to-rank (LTR), optimizing only the relevance (or the expected ranking utility) can cause representational harm to certain categories of items. Moreover, if there is imp…