Prateek Garg

From Search to Sampling: Generative Models for Robust Algorithmic Recourse

Algorithmic Recourse provides recommendations to individuals who are adversely impacted by automated model decisions, on how to alter their profiles to achieve a favorable outcome. Effective recourse methods must balance three conflicting goals: proximity to the original profile to minimize cost, pl…