A Theoretical Approach to Characterize the Accuracy-Fairness Trade-off
Pareto Frontier

A Theoretical Approach to Characterize the Accuracy-Fairness Trade-off Pareto Frontier

19 October 2023

Ninghao Liu

Papers citing "A Theoretical Approach to Characterize the Accuracy-Fairness Trade-off Pareto Frontier"

5 / 5 papers shown

Title
A Review of Fairness and A Practical Guide to Selecting Context-Appropriate Fairness Metrics in Machine Learning Caleb J. S. Barr Olivia Erdelyi Paul D. Docherty Randolph C. Grace FaML 63 0 0 10 Nov 2024
Conformalized Fairness via Quantile Regression Meichen Liu Lei Ding Dengdeng Yu Wulong Liu Linglong Kong Bei Jiang 36 9 0 05 Oct 2022
Fairness Reprogramming Guanhua Zhang Yihua Zhang Yang Zhang Wenqi Fan Qing Li Sijia Liu Shiyu Chang AAML 78 38 0 21 Sep 2022
Certifying Some Distributional Fairness with Subpopulation Decomposition Mintong Kang Linyi Li Maurice Weber Yang Liu Ce Zhang Bo-wen Li OOD 48 15 0 31 May 2022
FairMask: Better Fairness via Model-based Rebalancing of Protected Attributes Kewen Peng Joymallya Chakraborty Tim Menzies FaML 29 27 0 03 Oct 2021