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Group Retention when Using Machine Learning in Sequential Decision Making: the Interplay between User Dynamics and Fairness

2 May 2019

Xueru Zhang

Mohammadmahdi Khaliligarekani

Papers citing "Group Retention when Using Machine Learning in Sequential Decision Making: the Interplay between User Dynamics and Fairness"

34 / 34 papers shown

Title
Lookahead Counterfactual Fairness Zhiqun Zuo Tian Xie Xuwei Tan Xueru Zhang Mohammad Mahdi Khalili FaML 172 0 0 02 Dec 2024
Fair Resource Allocation in Weakly Coupled Markov Decision Processes Xiaohui Tu Yossiri Adulyasak Nima Akbarzadeh Erick Delage 106 0 0 14 Nov 2024
Understanding Decision Subjects' Engagement with and Perceived Fairness of AI Models When Opportunities of Qualification Improvement Exist Meric Altug Gemalmaz Ming Yin 133 0 0 04 Oct 2024
Long-Term Fairness in Sequential Multi-Agent Selection with Positive Reinforcement Bhagyashree Puranik Ozgur Guldogan Upamanyu Madhow Ramtin Pedarsani 67 0 0 10 Jul 2024
Addressing Polarization and Unfairness in Performative Prediction Kun Jin Tian Xie Yang Liu Xueru Zhang 72 3 0 24 Jun 2024
Learning from Streaming Data when Users Choose Jinyan Su Sarah Dean FedML 74 1 0 03 Jun 2024
Algorithmic Decision-Making under Agents with Persistent Improvement Tian Xie Xuwei Tan Xueru Zhang 77 4 0 03 May 2024
Learning under Imitative Strategic Behavior with Unforeseeable Outcomes Tian Xie Zhiqun Zuo Mohammad Mahdi Khalili Xueru Zhang OffRL 83 3 0 03 May 2024
Strategic Usage in a Multi-Learner Setting Eliot Shekhtman Sarah Dean 73 2 0 29 Jan 2024
Initializing Services in Interactive ML Systems for Diverse Users Avinandan Bose Mihaela Curmei Daniel L. Jiang Jamie Morgenstern Sarah Dean Lillian J. Ratliff Maryam Fazel 71 5 0 19 Dec 2023
Asymptotically Fair Participation in Machine Learning Models: an Optimal Control Perspective Zhuotong Chen Qianxiao Li Zheng Zhang FaML 74 1 0 16 Nov 2023
Loss Balancing for Fair Supervised Learning Mohammad Mahdi Khalili Xueru Zhang Mahed Abroshan FedML FaML 55 7 0 07 Nov 2023
Fair Multi-Agent Bandits Amir Leshem FedML FaML 29 1 0 07 Jun 2023
A Classification of Feedback Loops and Their Relation to Biases in Automated Decision-Making Systems Nicolò Pagan Joachim Baumann Ezzat Elokda Giulia De Pasquale S. Bolognani Anikó Hannák 90 23 0 10 May 2023
Runtime Monitoring of Dynamic Fairness Properties T. Henzinger Mahyar Karimi Konstantin Kueffner Kaushik Mallik 66 17 0 08 May 2023
Systemic Fairness Arindam Ray B. Padmanabhan Lina Bouayad FaML 61 0 0 14 Apr 2023
Fairness and Accuracy under Domain Generalization Thai-Hoang Pham Xueru Zhang Ping Zhang 102 23 0 30 Jan 2023
Tier Balancing: Towards Dynamic Fairness over Underlying Causal Factors Zeyu Tang Yatong Chen Yang Liu Kun Zhang 53 8 0 21 Jan 2023
Subgroup Robustness Grows On Trees: An Empirical Baseline Investigation Josh Gardner Zoran Popovic Ludwig Schmidt OOD 103 23 0 23 Nov 2022
What-is and How-to for Fairness in Machine Learning: A Survey, Reflection, and Perspective Zeyu Tang Jiji Zhang Kun Zhang FaML 94 29 0 08 Jun 2022
Emergent specialization from participation dynamics and multi-learner retraining Sarah Dean Mihaela Curmei Lillian J. Ratliff Jamie Morgenstern Maryam Fazel 110 6 0 06 Jun 2022
Social Bias Meets Data Bias: The Impacts of Labeling and Measurement Errors on Fairness Criteria Yiqiao Liao Parinaz Naghizadeh Ardabili 83 9 0 31 May 2022
Towards Return Parity in Markov Decision Processes Jianfeng Chi Jian Shen Xinyi Dai Weinan Zhang Yuan Tian Han Zhao 64 14 0 19 Nov 2021
Identifying Best Fair Intervention Ruijiang Gao Han Feng FaML 24 0 0 08 Nov 2021
Unintended Selection: Persistent Qualification Rate Disparities and Interventions Reilly P. Raab Yang Liu 109 25 0 01 Nov 2021
Fair Sequential Selection Using Supervised Learning Models Mohammad Mahdi Khalili Xueru Zhang Mahed Abroshan FaML 60 20 0 26 Oct 2021
Adaptive Data Debiasing through Bounded Exploration Yifan Yang Yang Liu Parinaz Naghizadeh FaML 88 7 0 25 Oct 2021
Toward a Fairness-Aware Scoring System for Algorithmic Decision-Making Yi Yang Ying Nian Wu Mei Li Xiangyu Chang Yong Tan FaML 51 0 0 21 Sep 2021
Precarity: Modeling the Long Term Effects of Compounded Decisions on Individual Instability Pegah Nokhiz Aravinda Kanchana Ruwanpathirana Neal Patwari Suresh Venkatasubramanian 123 8 0 24 Apr 2021
Improving Fairness and Privacy in Selection Problems Mohammad Mahdi Khalili Xueru Zhang Mahed Abroshan Somayeh Sojoudi 147 27 0 07 Dec 2020
How Do Fair Decisions Fare in Long-term Qualification? Xueru Zhang Ruibo Tu Yang Liu M. Liu Hedvig Kjellström Kun Zhang Cheng Zhang 93 75 0 21 Oct 2020
Privacy-preserving Voice Analysis via Disentangled Representations Ranya Aloufi Hamed Haddadi David E. Boyle DRL 130 58 0 29 Jul 2020
Bandit Learning with Delayed Impact of Actions Wei Tang Chien-Ju Ho Yang Liu 114 12 0 24 Feb 2020
Fairness in Learning-Based Sequential Decision Algorithms: A Survey Xueru Zhang M. Liu FaML 154 51 0 14 Jan 2020