26 citations · 47 across the 3 of their papers we have counts for
3 papers
cs.LG2022★ 1 cited
Adaptive Sampling Strategies to Construct Equitable Training Datasets
William Cai, Ro Encarnacion, Bobbie Chern +4
In domains ranging from computer vision to natural language processing, machine learning models have been shown to exhibit stark disparities, often performing worse for members of…
stat.ME2020★ 26 cited
A Causal Framework for Observational Studies of Discrimination
Johann Gaebler, William Cai, Guillaume Basse +3
In studies of discrimination, researchers often seek to estimate a causal effect of race or gender on outcomes. For example, in the criminal justice context, one might ask whether…
cs.CY2019★ 20 cited
Fair Allocation through Selective Information Acquisition
William Cai, Johann Gaebler, Nikhil Garg +1
Public and private institutions must often allocate scare resources under uncertainty. Banks, for example, extend credit to loan applicants based in part on their estimated likelih…