Fedor Sandomirskiy

Protecting the Protected Group: Circumventing Harmful Fairness

The recent literature on fair Machine Learning manifests that the choice of fairness constraints must be driven by the utilities of the population. However, virtually all previous work makes the unrealistic assumption that the exact underlying utilities of the population (representing private tastes…