Measuring Model Fairness under Noisy Covariates: A Theoretical Perspective. - Flavien Prost; Pranjal Awasthi; Nick Blumm; Aditee Kumthekar; Trevor Potter; Li Wei; Xuezhi Wang 002; Ed H. Chi; Jilin Chen; Alex Beutel (AIES, 2021)

Simpson's Paradox in Recommender Fairness: Reconciling differences between per-user and aggregated evaluations. - Flavien Prost; Ben Packer; Jilin Chen; Li Wei; Pierre Kremp; Nick Blumm; Susan Wang; Tulsee Doshi; Tonia Osadebe; Lukasz Heldt; Ed H. Chi; Alex Beutel (CoRR, 2022)