Causal Modeling for Fairness in Dynamical Systems

18 September 2019

Papers citing "Causal Modeling for Fairness in Dynamical Systems"

22 / 22 papers shown

Title
When Counterfactual Reasoning Fails: Chaos and Real-World Complexity Yahya Aalaila Gerrit Großmann Sumantrak Mukherjee Jonas Wahl Sebastian Vollmer CML LRM 64 0 0 31 Mar 2025
Fair Resource Allocation in Weakly Coupled Markov Decision Processes Xiaohui Tu Yossiri Adulyasak Nima Akbarzadeh Erick Delage 44 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 68 3 0 10 Jun 2024
Striking a Balance in Fairness for Dynamic Systems Through Reinforcement Learning Yaowei Hu Jacob Lear Lu Zhang FaML 18 2 0 12 Jan 2024
Designing Long-term Group Fair Policies in Dynamical Systems Miriam Rateike Isabel Valera Patrick Forré 38 4 0 21 Nov 2023
Toward A Logical Theory Of Fairness and Bias Vaishak Belle FaML 22 1 0 08 Jun 2023
Tensions Between the Proxies of Human Values in AI Teresa Datta D. Nissani Max Cembalest Akash Khanna Haley Massa John P. Dickerson 34 2 0 14 Dec 2022
Reinforcement Learning with Stepwise Fairness Constraints Zhun Deng He Sun Zhiwei Steven Wu Linjun Zhang David C. Parkes FaML OffRL 43 11 0 08 Nov 2022
Policy Optimization with Advantage Regularization for Long-Term Fairness in Decision Systems Eric Yang Yu Zhizhen Qin Min Kyung Lee Sicun Gao OffRL 37 15 0 22 Oct 2022
MoCoDA: Model-based Counterfactual Data Augmentation Silviu Pitis Elliot Creager Ajay Mandlekar Animesh Garg OffRL 48 33 0 20 Oct 2022
Causal Structure Learning with Recommendation System Shuyuan Xu Da Xu Evren Körpeoglu Sushant Kumar Stephen D. Guo Kannan Achan Yongfeng Zhang CML 16 6 0 19 Oct 2022
Algorithmic decision making methods for fair credit scoring Darie Moldovan FaML 35 7 0 16 Sep 2022
Achievement and Fragility of Long-term Equitability Andrea Simonetto Ivano Notarnicola 18 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 40 13 0 20 May 2022
Achieving Long-Term Fairness in Sequential Decision Making Yaowei Hu Lu Zhang 23 20 0 04 Apr 2022
Statistical discrimination in learning agents Edgar A. Duénez-Guzmán Kevin R. McKee Yiran Mao Ben Coppin Silvia Chiappa ... Yoram Bachrach Suzanne Sadedin William S. Isaac K. Tuyls Joel Z. Leibo 47 7 0 21 Oct 2021
Fairness Through Counterfactual Utilities Jack Blandin Ian A. Kash FaML 35 2 0 11 Aug 2021
Fairness with Continuous Optimal Transport Silvia Chiappa Aldo Pacchiano OT 40 12 0 06 Jan 2021
The Importance of Modeling Data Missingness in Algorithmic Fairness: A Causal Perspective Naman Goel Alfonso Amayuelas Amit Deshpande Ajay Sharma FaML 41 29 0 21 Dec 2020
Fairness, Welfare, and Equity in Personalized Pricing Nathan Kallus Angela Zhou 22 39 0 21 Dec 2020
Ethical Machine Learning in Health Care Irene Y. Chen Emma Pierson Sherri Rose Shalmali Joshi Kadija Ferryman Marzyeh Ghassemi AILaw 27 372 0 22 Sep 2020
An Empirical Characterization of Fair Machine Learning For Clinical Risk Prediction Stephen R. Pfohl Agata Foryciarz N. Shah FaML 33 108 0 20 Jul 2020