Tag: auditing

Empirical Likelihood-Based Fairness Auditing: Distribution-Free Certification and Flagging arXiv:2601.20269v1 Announce Type: new Abstract: Machine learning models in high-stakes applications, such as recidivism prediction and automated personnel selection, often exhibit systematic performance disparities across sensitive subpopulations, raising critical concerns regarding algorithmic bias. Fairness auditing addresses these risks through two primary functions: certification, which verifies adherence to…