Tier Balancing: Towards Dynamic Fairness over Underlying Causal Factors

Tier Balancing: Towards Dynamic Fairness over Underlying Causal Factors

21 January 2023

Yang Liu

Anton van den Hengel

Papers citing "Tier Balancing: Towards Dynamic Fairness over Underlying Causal Factors"

9 / 9 papers shown

Title
Lookahead Counterfactual Fairness Zhiqun Zuo Tian Xie Xuwei Tan Xueru Zhang Mohammad Mahdi Khalili FaML 80 0 0 02 Dec 2024
Long-Term Fairness Inquiries and Pursuits in Machine Learning: A Survey of Notions, Methods, and Challenges Usman Gohar Zeyu Tang Jialu Wang Kun Zhang Peter Spirtes Yang Liu Lu Cheng FaML 66 3 0 10 Jun 2024
What Hides behind Unfairness? Exploring Dynamics Fairness in Reinforcement Learning Zhihong Deng Jing Jiang Guodong Long Chengqi Zhang 27 2 0 16 Apr 2024
Procedural Fairness Through Decoupling Objectionable Data Generating Components Zeyu Tang Jialu Wang Yang Liu Peter Spirtes Anton van den Hengel 27 2 0 05 Nov 2023
Causal Reinforcement Learning: A Survey Zhi-Hong Deng Jing Jiang Guodong Long Chen Zhang CML LRM 50 13 0 04 Jul 2023
Weak Proxies are Sufficient and Preferable for Fairness with Missing Sensitive Attributes Zhaowei Zhu Yuanshun Yao Jiankai Sun Hanguang Li Yang Liu 31 21 0 06 Oct 2022
Causal Conceptions of Fairness and their Consequences H. Nilforoshan Johann D. Gaebler Ravi Shroff Sharad Goel FaML 134 45 0 12 Jul 2022
What-is and How-to for Fairness in Machine Learning: A Survey, Reflection, and Perspective Zeyu Tang Jiji Zhang Anton van den Hengel FaML 27 26 0 08 Jun 2022
On the Fairness of Causal Algorithmic Recourse Julius von Kügelgen Amir-Hossein Karimi Umang Bhatt Isabel Valera Adrian Weller Bernhard Schölkopf FaML 80 82 0 13 Oct 2020