v1v2 (latest)

Algorithms for Fairness in Sequential Decision Making

24 January 2019

Ufuk Topcu

Papers citing "Algorithms for Fairness in Sequential Decision Making"

21 / 21 papers shown

Title
A Causal Lens for Learning Long-term Fair Policies Jacob Lear Lu Zhang FaML 19 0 0 12 Jun 2025
FairSense: Long-Term Fairness Analysis of ML-Enabled Systems Yining She Sumon Biswas Christian Kastner Eunsuk Kang 124 0 0 03 Jan 2025
Fairness in Reinforcement Learning with Bisimulation Metrics S. Rezaei-Shoshtari Hanna Yurchyk Scott Fujimoto Doina Precup David Meger 150 0 0 03 Jan 2025
Fair Resource Allocation in Weakly Coupled Markov Decision Processes Xiaohui Tu Yossiri Adulyasak Nima Akbarzadeh Erick Delage 106 0 0 14 Nov 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 124 4 0 10 Jun 2024
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 69 4 0 07 Sep 2023
Fairness and Sequential Decision Making: Limits, Lessons, and Opportunities Samer B. Nashed Justin Svegliato Su Lin Blodgett FaML 58 6 0 13 Jan 2023
Reinforcement Learning with Stepwise Fairness Constraints Zhun Deng He Sun Zhiwei Steven Wu Linjun Zhang David C. Parkes FaML OffRL 83 11 0 08 Nov 2022
Fairness in Forecasting of Observations of Linear Dynamical Systems Quan Zhou Jakub Mareˇcek Robert Shorten AI4TS 97 5 0 12 Sep 2022
Socially Fair Reinforcement Learning Debmalya Mandal Jiarui Gan OffRL 75 13 0 26 Aug 2022
Enforcing Delayed-Impact Fairness Guarantees Aline Weber Blossom Metevier Yuriy Brun Philip S. Thomas Bruno Castro da Silva FaML 185 10 0 24 Aug 2022
Mitigating Disparity while Maximizing Reward: Tight Anytime Guarantee for Improving Bandits Vishakha Patil V. Nair Ganesh Ghalme Arindam Khan 73 4 0 19 Aug 2022
Achievement and Fragility of Long-term Equitability Andrea Simonetto Ivano Notarnicola 48 1 0 24 Jun 2022
Survey on Fair Reinforcement Learning: Theory and Practice Pratik Gajane A. Saxena M. Tavakol George Fletcher Mykola Pechenizkiy FaML OffRL 99 15 0 20 May 2022
Achieving Long-Term Fairness in Sequential Decision Making Yaowei Hu Lu Zhang 72 22 0 04 Apr 2022
Algorithm Fairness in AI for Medicine and Healthcare Richard J. Chen Tiffany Y. Chen Jana Lipkova Judy J. Wang Drew F. K. Williamson Ming Y. Lu S. Sahai Faisal Mahmood FaML 146 47 0 01 Oct 2021
A survey on datasets for fairness-aware machine learning Tai Le Quy Arjun Roy Vasileios Iosifidis Wenbin Zhang Eirini Ntoutsi FaML 112 252 0 01 Oct 2021
Recommendation Fairness: From Static to Dynamic De-Fu Zhang Jun Wang OffRL 72 15 0 05 Sep 2021
Fair Decision-Making for Food Inspections Shubham Singh Bhuvni Shah Chris Kanich Ian A. Kash 63 8 0 12 Aug 2021
Fairness Through Counterfactual Utilities Jack Blandin Ian A. Kash FaML 76 2 0 11 Aug 2021
Long-Term Resource Allocation Fairness in Average Markov Decision Process (AMDP) Environment Ganesh Ghalme V. Nair Vishakha Patil Yilun Zhou 76 5 0 14 Feb 2021