3 citations · 3 across the 2 of their papers we have counts for
2 papers
stat.AP2026
How Proxy Race Distorts Regression-Based Fairness Audits
Xi Xin, Giles Hooker, Fei Huang
Proxy-based race inference is increasingly used to conduct fairness assessments when protected-class data are unavailable or legally restricted -- most prominently in U.S. fair-len…
cs.LG2024★ 3 cited
Why You Should Not Trust Interpretations in Machine Learning: Adversarial Attacks on Partial Dependence Plots
Xi Xin, Giles Hooker, Fei Huang
The adoption of artificial intelligence (AI) across industries has led to the widespread use of complex black-box models and interpretation tools for decision making. This paper pr…