Himabindu Lakkaraju

Counterfactual Explanations May Not Be the Best Algorithmic Recourse Approach

Algorithmic recourse is a rapidly developing subfield in explainable AI (XAI) concerned with providing individuals subject to adverse high-stakes algorithmic outcomes with explanations indicating how to reverse said outcomes. While XAI research in the machine learning community doesn't confine itself to counterfactual…