Taeuk Jang, Pengyi Shi, Xiaoqian Wang, Group-Aware Threshold Adaptation for Fair Classification, 36th Proceedings of the AAAI Conference on Artificial Intelligence (AAAI 2022), Acceptance rate : 15.0%

We proposed a novel post-processing method to improve machine learning fairness through group-wise threshold adaptation. Our method is efficient in time, applicable to a wide range of classifiers, and introduces theoretical improvement in terms of near optimality.