Empirical Likelihood-Based Fairness Auditing: Distribution-Free Certification and Flagging

Jie Tang, Chuanlong Xie, Xianli Zeng +1

Machine learning models in high-stakes applications, such as recidivism prediction and automated personnel selection, often exhibit systematic performance disparities across sensit…