Measuring Model Fairness under Noisy Covariates: A Theoretical Perspective

Flavien Prost, Pranjal Awasthi, Nick Blumm, Aditee Kumthekar, Trevor Potter, Li Wei, Xuezhi Wang 0002, Ed H. Chi, Jilin Chen, Alex Beutel. Measuring Model Fairness under Noisy Covariates: A Theoretical Perspective. In Marion Fourcade, Benjamin Kuipers, Seth Lazar, Deirdre K. Mulligan, editors, AIES '21: AAAI/ACM Conference on AI, Ethics, and Society, Virtual Event, USA, May 19-21, 2021. pages 873-883, ACM, 2021. [doi]

Abstract

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