The Sensitivity of Counterfactual Fairness to Unmeasured Confounding

Niki Kilbertus, Philip J. Ball, Matt J. Kusner +2

Causal approaches to fairness have seen substantial recent interest, both from the machine learning community and from wider parties interested in ethical prediction algorithms. In…