Maria De-Arteaga

Explanations, Fairness, and Appropriate Reliance in Human-AI Decision-Making

In this work, we study the effects of feature-based explanations on distributive fairness of AI-assisted decisions, specifically focusing on the task of predicting occupations from short textual bios. We also investigate how any effects are mediated by humans' fairness perceptions and their reliance on AI recommendati…