no code implementations • 22 Dec 2020 • Kaivalya Rawal, Ece Kamar, Himabindu Lakkaraju
Our theoretical results establish a lower bound on the probability of recourse invalidation due to model shifts, and show the existence of a tradeoff between this invalidation probability and typical notions of "cost" minimized by modern recourse generation algorithms.
1 code implementation • NeurIPS 2020 • Kaivalya Rawal, Himabindu Lakkaraju
As predictive models are increasingly being deployed in high-stakes decision-making, there has been a lot of interest in developing algorithms which can provide recourses to affected individuals.