10 citations · 23 across the 6 of their papers we have counts for
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cs.LG2024★ 1 cited
Differentially Private Post-Processing for Fair Regression
Ruicheng Xian, Qiaobo Li, Gautam Kamath +1
This paper describes a differentially private post-processing algorithm for learning fair regressors satisfying statistical parity, addressing privacy concerns of machine learning…
cs.LG2024★ 1 cited
A Unified Post-Processing Framework for Group Fairness in Classification
Ruicheng Xian, Han Zhao
We present a post-processing algorithm for fair classification that covers group fairness criteria including statistical parity, equal opportunity, and equalized odds under a singl…