You Only Debias Once: Towards Flexible Accuracy-Fairness Trade-offs at Inference Time

Xiaotian Han, Tianlong Chen, Kaixiong Zhou +3

Deep neural networks are prone to various bias issues, jeopardizing their applications for high-stake decision-making. Existing fairness methods typically offer a fixed accuracy-fa…