Fair ranking: a critical review, challenges, and future directions

Conference on Fairness, Accountability and Transparency (FAccT), 2022

29 January 2022

Papers citing "Fair ranking: a critical review, challenges, and future directions"

20 / 20 papers shown

Title
UFO: Unfair-to-Fair Evolving Mitigates Unfairness in LLM-based Recommender Systems via Self-Play Fine-tuning J. Zhang Yuyuan Li Xiaohua Feng Zhifei Ren Li Zhang Chaochao Chen 86 0 0 23 Nov 2025
T-Retrievability: A Topic-Focused Approach to Measure Fair Document Exposure in Information Retrieval Xuejun Chang Zaiqiao Meng Debasis Ganguly 72 0 0 29 Aug 2025
FAIR-QR: Enhancing Fairness-aware Information Retrieval through Query RefinementEuropean Conference on Information Retrieval (ECIR), 2025 F. Chen Hui Fang 228 1 0 27 Mar 2025
Social Choice for Heterogeneous Fairness in RecommendationACM Conference on Recommender Systems (RecSys), 2024 Amanda A. Aird Elena Stefancova Cassidy All A. Voida Martin Homola Nicholas Mattei Robin Burke FaML 222 3 0 06 Oct 2024
A Unified Causal Framework for Auditing Recommender Systems for Ethical Concerns Vibhhu Sharma Shantanu Gupta Nil-Jana Akpinar Zachary C. Lipton Liu Leqi CML MLAU 142 0 0 20 Sep 2024
Fair Clustering: Critique, Caveats, and Future Directions John Dickerson Seyed-Alireza Esmaeili Jamie Morgenstern Claire Jie Zhang FaML 180 3 0 22 Jun 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 Y. Liu Lu Cheng FaML 417 5 0 10 Jun 2024
Sampling Individually-Fair Rankings that are Always Group FairAAAI/ACM Conference on AI, Ethics, and Society (AIES), 2023 Sruthi Gorantla Anay Mehrotra Amit Deshpande Anand Louis FedML FaML 128 4 0 21 Jun 2023
Subset Selection Based On Multiple Rankings in the Presence of Bias: Effectiveness of Fairness Constraints for Multiwinner Voting Score FunctionsInternational Conference on Machine Learning (ICML), 2023 Niclas Boehmer L. E. Celis Lingxiao Huang Anay Mehrotra Nisheeth K. Vishnoi 172 6 0 16 Jun 2023
The Role of Relevance in Fair RankingAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2023 Aparna Balagopalan David Bau Asia J. Biega 143 9 0 09 May 2023
Maximizing Submodular Functions for Recommendation in the Presence of BiasesThe Web Conference (WWW), 2023 Anay Mehrotra Nisheeth K. Vishnoi 137 10 0 03 May 2023
Dynamic fairness-aware recommendation through multi-agent social choice Amanda A. Aird Paresha Farastu Joshua Sun Elena Stefancova Cassidy All A. Voida Nicholas Mattei Robin Burke FaML 181 16 0 02 Mar 2023
A Review of the Role of Causality in Developing Trustworthy AI Systems Niloy Ganguly Dren Fazlija Maryam Badar M. Fisichella Sandipan Sikdar ... Koustav Rudra Manolis Koubarakis Gourab K. Patro W. Z. E. Amri Wolfgang Nejdl CML 301 26 0 14 Feb 2023
Fairness in Matching under UncertaintyInternational Conference on Machine Learning (ICML), 2023 Siddartha Devic David Kempe Willie Neiswanger Aleksandra Korolova FaML 173 6 0 08 Feb 2023
Assessing the Impact of Music Recommendation Diversity on Listeners: A Longitudinal Study Lorenzo Porcaro Emilia Gómez Carlos Castillo 129 10 0 01 Dec 2022
Fair Ranking with Noisy Protected AttributesNeural Information Processing Systems (NeurIPS), 2022 Anay Mehrotra Nisheeth K. Vishnoi 217 22 0 30 Nov 2022
RecSys Fairness Metrics: Many to Use But Which One To Choose? Jessie J. Smith Lex Beattie 147 4 0 08 Sep 2022
Supply-Side Equilibria in Recommender SystemsNeural Information Processing Systems (NeurIPS), 2022 Meena Jagadeesan Nikhil Garg Jacob Steinhardt 233 41 0 27 Jun 2022
Fair Ranking as Fair Division: Impact-Based Individual Fairness in RankingKnowledge Discovery and Data Mining (KDD), 2022 Yuta Saito Thorsten Joachims 204 29 0 15 Jun 2022
Fairness in Recommendation: Foundations, Methods and ApplicationsACM Transactions on Intelligent Systems and Technology (ACM TIST), 2022 Yunqi Li H. Chen Shuyuan Xu Yingqiang Ge Juntao Tan Shuchang Liu Zelong Li FaML OffRL 456 77 0 26 May 2022