Domain Adaptation meets Individual Fairness. And they get along

Debarghya Mukherjee, Felix Petersen, Mikhail Yurochkin +1

Many instances of algorithmic bias are caused by distributional shifts. For example, machine learning (ML) models often perform worse on demographic groups that are underrepresente…