Adapting Static Fairness to Sequential Decision-Making: Bias Mitigation Strategies towards Equal Long-term Benefit Rate

Yuancheng Xu; Chenghao Deng; Yanchao Sun; Ruijie Zheng; Xiyao Wang; Jieyu Zhao; Furong Huang

2024 ICML ICML 2024

Adapting Static Fairness to Sequential Decision-Making: Bias Mitigation Strategies towards Equal Long-term Benefit Rate

Abstract

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🌉 Interdisciplinary Bridge - Artificial Intelligence and Reinforcement Learning

Authors

Yuancheng Xu, Chenghao Deng, Yanchao Sun, Ruijie Zheng, Xiyao Wang, Jieyu Zhao, Furong Huang

Topics

Artificial Intelligence > Core AI > Responsible AI Machine Learning > Optimization & Theory > Optimization Reinforcement Learning > Methods > Policy Learning

Keywords

policy gradient sequential decision making markov decision process bias mitigation elbert equal long-term benefit rate

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