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

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

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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 159 0 0 10 Nov 2024
Fairness and Accuracy under Domain Generalization Thai-Hoang Pham Xueru Zhang Ping Zhang 92 23 0 30 Jan 2023
Fairness Reprogramming Guanhua Zhang Yihua Zhang Yang Zhang Wenqi Fan Qing Li Sijia Liu Shiyu Chang AAML 150 40 0 21 Sep 2022
FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning Tao Qi Fangzhao Wu Chuhan Wu Lingjuan Lyu Tongye Xu Zhongliang Yang Yongfeng Huang Xing Xie FedML 88 39 0 07 Jun 2022
Beyond Impossibility: Balancing Sufficiency, Separation and Accuracy Limor Gultchin Vincent Cohen-Addad Sophie Giffard-Roisin Varun Kanade Frederik Mallmann-Trenn 52 4 0 24 May 2022
Leveling Down in Computer Vision: Pareto Inefficiencies in Fair Deep Classifiers Dominik Zietlow Michael Lohaus Guha Balakrishnan Matthäus Kleindessner Francesco Locatello Bernhard Schölkopf Chris Russell FaML 52 73 0 09 Mar 2022
Inherent Tradeoffs in Learning Fair Representations Han Zhao Geoffrey J. Gordon FaML 55 217 0 19 Jun 2019
Fair Classification and Social Welfare Lily Hu Yiling Chen FaML 71 90 0 01 May 2019
Fairness Behind a Veil of Ignorance: A Welfare Analysis for Automated Decision Making Hoda Heidari Claudio Ferrari Krishna P. Gummadi Andreas Krause 69 134 0 13 Jun 2018
A comparative study of fairness-enhancing interventions in machine learning Sorelle A. Friedler C. Scheidegger Suresh Venkatasubramanian Sonam Choudhary Evan P. Hamilton Derek Roth FaML 109 645 0 13 Feb 2018
Equality of Opportunity in Supervised Learning Moritz Hardt Eric Price Nathan Srebro FaML 233 4,330 0 07 Oct 2016