Scoring Is Not Enough: Addressing Gaps in Utility-fairness Trade-offs for Ranking

Shubham Singh, Ian A. Kash, Mesrob I. Ohannessian

Scoring functions are used to represent the relevance of individual documents. In modern information retrieval or recommendation systems, they are often learned from data and play…