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cs.LG2025
FairReweighing: Density Estimation-Based Reweighing Framework for Improving Separation in Fair Regression
Xiaoyin Xi, Zhe Yu
There has been a prevalence of applying AI software in both high-stakes public-sector and industrial contexts. However, the lack of transparency has raised concerns about whether t…
cs.LG2021
Differential Parity: Relative Fairness Between Two Sets of Decisions
Zhe Yu, Xiaoyin Xi, Pranam Prakash Shetty
With AI systems widely applied to assist humans in decision-making processes such as talent hiring, school admission, and loan approval; there is an increasing need to ensure that…