2021
Blind Pareto Fairness and Subgroup Robustness
ICML 2021spotlight
Much of the work in the field of group fairness addresses disparities between predefined groups based on protected features such as gender, age, and race, which need to be available at train, and often also at test, time. These approaches are static and retrospective, since algorithms designed to pr…