2024
Utility-Fairness Trade-Offs and How to Find Them
CVPR 2024poster
When building classification systems with demographic fairness considerations there are two objectives to satisfy: 1) maximizing utility for the specific task and 2) ensuring fairness w.r.t. a known demographic attribute. These objectives often compete so optimizing both can lead to a trade-off betw…