Tolerance-Based Fairness Auditing: Violation Certification and Sensitivity Screening
A unified tolerance-based fairness auditing framework for two complementary auditing objectives: violation certification, which prioritizes control of false violation declarations, and sensitivity screening, which prioritizes reducing missed violations is developed.
Jie Tang, Chuan-Long Xie, Li-Xing Zhu
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