Fairness in Learning-Based Sequential Decision Algorithms: A Survey

14 January 2020

Papers citing "Fairness in Learning-Based Sequential Decision Algorithms: A Survey"

32 / 32 papers shown

Title
Counting Hours, Counting Losses: The Toll of Unpredictable Work Schedules on Financial Security Pegah Nokhiz Aravinda Kanchana Ruwanpathirana Aditya Bhaskara Suresh Venkatasubramanian 25 0 0 10 Apr 2025
Towards Environmentally Equitable AI Mohammad Hajiesmaili Shaolei Ren R. Sitaraman Adam Wierman 65 0 0 21 Dec 2024
Understanding Decision Subjects' Engagement with and Perceived Fairness of AI Models When Opportunities of Qualification Improvement Exist Meric Altug Gemalmaz Ming Yin 24 0 0 04 Oct 2024
Fair Best Arm Identification with Fixed Confidence Alessio Russo Filippo Vannella 17 0 0 30 Aug 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 60 3 0 10 Jun 2024
Fairness in Reinforcement Learning: A Survey Anka Reuel Devin Ma OffRL FaML 26 4 0 11 May 2024
Algorithmic Decision-Making under Agents with Persistent Improvement Tian Xie Xuwei Tan Xueru Zhang 44 4 0 03 May 2024
Learning under Imitative Strategic Behavior with Unforeseeable Outcomes Tian Xie Zhiqun Zuo Mohammad Mahdi Khalili Xueru Zhang OffRL 38 2 0 03 May 2024
Long-term Fairness For Real-time Decision Making: A Constrained Online Optimization Approach Ruijie Du Deepan Muthirayan Pramod P. Khargonekar Yanning Shen FaML 12 1 0 04 Jan 2024
Procedural Fairness Through Decoupling Objectionable Data Generating Components Zeyu Tang Jialu Wang Yang Liu Peter Spirtes Kun Zhang 22 2 0 05 Nov 2023
Towards Environmentally Equitable AI via Geographical Load Balancing Pengfei Li Jianyi Yang Adam Wierman Shaolei Ren 30 8 0 20 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 35 23 0 10 May 2023
Runtime Monitoring of Dynamic Fairness Properties T. Henzinger Mahyar Karimi Konstantin Kueffner Kaushik Mallik 32 14 0 08 May 2023
Fairness and Sequential Decision Making: Limits, Lessons, and Opportunities Samer B. Nashed Justin Svegliato Su Lin Blodgett FaML 30 6 0 13 Jan 2023
Bias Mitigation for Machine Learning Classifiers: A Comprehensive Survey Max Hort Zhenpeng Chen Jie M. Zhang Mark Harman Federica Sarro FaML AI4CE 31 159 0 14 Jul 2022
What-is and How-to for Fairness in Machine Learning: A Survey, Reflection, and Perspective Zeyu Tang Jiji Zhang Kun Zhang FaML 25 26 0 08 Jun 2022
Group Meritocratic Fairness in Linear Contextual Bandits Riccardo Grazzi A. Akhavan Johannes Falk Leonardo Cella Massimiliano Pontil FaML 21 8 0 07 Jun 2022
Fairness in Recommendation: Foundations, Methods and Applications Yunqi Li H. Chen Shuyuan Xu Yingqiang Ge Juntao Tan Shuchang Liu Yongfeng Zhang FaML OffRL 102 41 0 26 May 2022
Survey on Fair Reinforcement Learning: Theory and Practice Pratik Gajane A. Saxena M. Tavakol George Fletcher Mykola Pechenizkiy FaML OffRL 32 13 0 20 May 2022
Achieving Long-Term Fairness in Sequential Decision Making Yaowei Hu Lu Zhang 17 20 0 04 Apr 2022
Fair Sequential Selection Using Supervised Learning Models Mohammad Mahdi Khalili Xueru Zhang Mahed Abroshan FaML 25 18 0 26 Oct 2021
Fairness in Missing Data Imputation Yiliang Zhang Q. Long 14 12 0 22 Oct 2021
Multi-armed Bandit Requiring Monotone Arm Sequences Ningyuan Chen 22 11 0 07 Jun 2021
Precarity: Modeling the Long Term Effects of Compounded Decisions on Individual Instability Pegah Nokhiz Aravinda Kanchana Ruwanpathirana Neal Patwari Suresh Venkatasubramanian 7 7 0 24 Apr 2021
Long-Term Resource Allocation Fairness in Average Markov Decision Process (AMDP) Environment Ganesh Ghalme V. Nair Vishakha Patil Yilun Zhou 11 5 0 14 Feb 2021
Fairness with Continuous Optimal Transport Silvia Chiappa Aldo Pacchiano OT 31 12 0 06 Jan 2021
Improving Fairness and Privacy in Selection Problems Mohammad Mahdi Khalili Xueru Zhang Mahed Abroshan Somayeh Sojoudi 16 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 17 74 0 21 Oct 2020
Bridging Machine Learning and Mechanism Design towards Algorithmic Fairness Jessie Finocchiaro R. Maio F. Monachou Gourab K. Patro Manish Raghavan Ana-Andreea Stoica Stratis Tsirtsis FaML 15 56 0 12 Oct 2020
AI safety: state of the field through quantitative lens Mislav Juric A. Sandic Mario Brčič 18 24 0 12 Feb 2020
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 323 4,203 0 23 Aug 2019
How Algorithmic Confounding in Recommendation Systems Increases Homogeneity and Decreases Utility A. Chaney Brandon M Stewart Barbara E. Engelhardt CML 169 312 0 30 Oct 2017