Controlling Fairness and Bias in Dynamic Learning-to-Rank

29 May 2020

Papers citing "Controlling Fairness and Bias in Dynamic Learning-to-Rank"

50 / 64 papers shown

Title
Enhancing New-item Fairness in Dynamic Recommender Systems Huizhong Guo Zhu Sun Donghai Hong Tianjun Wei Jinfeng Li Jie Zhang 34 0 0 30 Apr 2025
Regret-aware Re-ranking for Guaranteeing Two-sided Fairness and Accuracy in Recommender Systems Xiaopeng Ye Chen Xu Jun Xu Xuyang Xie Gang Wang Zhenhua Dong FaML 64 0 0 20 Apr 2025
Understanding Visual Saliency of Outlier Items in Product Search F. Sarvi Mohammad Aliannejadi Sebastian Schelter Maarten de Rijke 49 0 0 30 Mar 2025
A Survey of Model Architectures in Information Retrieval Zhichao Xu Fengran Mo Zhiqi Huang Crystina Zhang Puxuan Yu Bei Wang Jimmy J. Lin Vivek Srikumar KELM 3DV 75 2 0 21 Feb 2025
CreAgent: Towards Long-Term Evaluation of Recommender System under Platform-Creator Information Asymmetry Xiaopeng Ye Chen Xu Zhongxiang Sun Jun Xu Gang Wang Zhenhua Dong Ji-Rong Wen 96 0 0 11 Feb 2025
FairJob: A Real-World Dataset for Fairness in Online Systems Mariia Vladimirova Federico Pavone Eustache Diemert 49 1 0 03 Jul 2024
Performative Debias with Fair-exposure Optimization Driven by Strategic Agents in Recommender Systems Zhichen Xiang Hongke Zhao Chuang Zhao Ming He Jianping Fan 32 1 0 25 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 Yang Liu Lu Cheng FaML 71 3 0 10 Jun 2024
System-2 Recommenders: Disentangling Utility and Engagement in Recommendation Systems via Temporal Point-Processes Arpit Agarwal Nicolas Usunier A. Lazaric Maximilian Nickel 50 3 0 29 May 2024
Language Fairness in Multilingual Information Retrieval Eugene Yang Thomas Janich James Mayfield Dawn J Lawrie 36 3 0 02 May 2024
FairSTG: Countering performance heterogeneity via collaborative sample-level optimization Gengyu Lin Zhen-Qiang Zhou Qihe Huang Kuo Yang Shifen Cheng Yang Wang AI4TS 32 1 0 19 Mar 2024
Measuring Bias in a Ranked List using Term-based Representations Amin Abolghasemi Leif Azzopardi Arian Askari Maarten de Rijke Suzan Verberne 42 6 0 09 Mar 2024
Intersectional Two-sided Fairness in Recommendation Yifan Wang Peijie Sun Weizhi Ma Min Zhang Yuan Zhang Peng Jiang Shaoping Ma FaML 44 8 0 05 Feb 2024
Effective Controllable Bias Mitigation for Classification and Retrieval using Gate Adapters Shahed Masoudian Cornelia Volaucnik Markus Schedl Navid Rekabsaz 21 5 0 29 Jan 2024
Seller-side Outcome Fairness in Online Marketplaces Zikun Ye Reza Yousefi Maragheh Lalitesh Morishetti Shanu Vashishtha Jason H. D. Cho Kaushiki Nag Sushant Kumar Kannan Achan FaML 22 1 0 06 Dec 2023
Exploring Social Choice Mechanisms for Recommendation Fairness in SCRUF Amanda A. Aird Cassidy All Paresha Farastu Elena Stefancova Joshua Sun Nicholas Mattei Robin Burke FaML 29 1 0 10 Sep 2023
Ensuring User-side Fairness in Dynamic Recommender Systems Hyunsik Yoo Zhichen Zeng Jian Kang Ruizhong Qiu David Zhou Zhining Liu Fei Wang Charlie Xu Eunice Chan Hanghang Tong 18 11 0 29 Aug 2023
Inference-time Stochastic Ranking with Risk Control Ruocheng Guo Jean-François Ton Yang Liu Hang Li 43 2 0 12 Jun 2023
Ranking with Popularity Bias: User Welfare under Self-Amplification Dynamics Guy Tennenholtz Martin Mladenov Nadav Merlis Robert L. Axtell Craig Boutilier 22 0 0 24 May 2023
Mitigating Test-Time Bias for Fair Image Retrieval Fanjie Kong Shuai Yuan Weituo Hao Ricardo Henao 34 16 0 23 May 2023
The Role of Relevance in Fair Ranking Aparna Balagopalan Abigail Z. Jacobs Asia J. Biega 38 8 0 09 May 2023
Recent Advances in the Foundations and Applications of Unbiased Learning to Rank Shashank Gupta Philipp Hager Jin Huang Ali Vardasbi Harrie Oosterhuis OffRL 37 5 0 04 May 2023
Fair-CDA: Continuous and Directional Augmentation for Group Fairness Ruijin Sun Fengwei Zhou Zhenhua Dong Chuanlong Xie Lanqing Hong Jiawei Li Rui-Xun Zhang Zerui Li Zhenguo Li 48 2 0 01 Apr 2023
Privacy-Preserving Fair Item Ranking Jiajun Sun Sikha Pentyala Martine De Cock G. Farnadi 13 3 0 06 Mar 2023
Effective Visualization and Analysis of Recommender Systems Hao Wang 20 1 0 02 Mar 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 39 11 0 02 Mar 2023
Biases in Scholarly Recommender Systems: Impact, Prevalence, and Mitigation Michael Färber Melissa Coutinho Shuzhou Yuan 32 7 0 18 Jan 2023
Fair Recommendation by Geometric Interpretation and Analysis of Matrix Factorization Hao Wang 19 5 0 10 Jan 2023
Properties of Group Fairness Metrics for Rankings Tobias Schumacher Marlene Lutz Sandipan Sikdar M. Strohmaier 27 1 0 29 Dec 2022
FairRoad: Achieving Fairness for Recommender Systems with Optimized Antidote Data Minghong Fang Jia-Wei Liu Michinari Momma Yi Sun 38 4 0 13 Dec 2022
Pareto Pairwise Ranking for Fairness Enhancement of Recommender Systems Hao Wang 21 4 0 06 Dec 2022
PoissonMat: Remodeling Matrix Factorization using Poisson Distribution and Solving the Cold Start Problem without Input Data Hao Wang 22 10 0 06 Dec 2022
Fair Ranking with Noisy Protected Attributes Anay Mehrotra Nisheeth K. Vishnoi 31 16 0 30 Nov 2022
Item-based Variational Auto-encoder for Fair Music Recommendation Jinhyeok Park Dain Kim Dongwoo Kim DRL 17 2 0 24 Oct 2022
A Comprehensive Survey on Trustworthy Recommender Systems Wenqi Fan Xiangyu Zhao Xiao Chen Jingran Su Jingtong Gao ... Qidong Liu Yiqi Wang Hanfeng Xu Lei Chen Qing Li FaML 48 46 0 21 Sep 2022
Fast online ranking with fairness of exposure Nicolas Usunier Virginie Do Elvis Dohmatob 34 18 0 13 Sep 2022
Causal Intervention for Fairness in Multi-behavior Recommendation Xi Wang Wenjie Wang Fuli Feng Wenge Rong Chuantao Yin Zhang Xiong CML 19 2 0 10 Sep 2022
Multi-Label Learning to Rank through Multi-Objective Optimization Debabrata Mahapatra Chaosheng Dong Yetian Chen Deqiang Meng Michinari Momma 11 13 0 07 Jul 2022
Achievement and Fragility of Long-term Equitability Andrea Simonetto Ivano Notarnicola 18 1 0 24 Jun 2022
Fair Ranking as Fair Division: Impact-Based Individual Fairness in Ranking Yuta Saito Thorsten Joachims 15 24 0 15 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 110 41 0 26 May 2022
Subverting Fair Image Search with Generative Adversarial Perturbations A. Ghosh Matthew Jagielski Chris L. Wilson 24 7 0 05 May 2022
Probabilistic Permutation Graph Search: Black-Box Optimization for Fairness in Ranking Ali Vardasbi F. Sarvi Maarten de Rijke 27 10 0 28 Apr 2022
Optimizing generalized Gini indices for fairness in rankings Virginie Do Nicolas Usunier 15 29 0 02 Apr 2022
Introducing the Expohedron for Efficient Pareto-optimal Fairness-Utility Amortizations in Repeated Rankings Till Kletti J. Renders P. Loiseau 29 17 0 07 Feb 2022
Fair ranking: a critical review, challenges, and future directions Gourab K. Patro Lorenzo Porcaro Laura Mitchell Qiuyue Zhang Meike Zehlike Nikhil Garg 26 51 0 29 Jan 2022
Fairness for Robust Learning to Rank Omid Memarrast Ashkan Rezaei Rizal Fathony Brian Ziebart FaML 15 11 0 12 Dec 2021
Learning Robust Recommender from Noisy Implicit Feedback Wenjie Wang Fuli Feng Xiangnan He Liqiang Nie Tat-Seng Chua NoLa 25 3 0 02 Dec 2021
Calibrating Explore-Exploit Trade-off for Fair Online Learning to Rank Yiling Jia Hongning Wang FaML OnRL 31 2 0 01 Nov 2021
Two-sided fairness in rankings via Lorenz dominance Virginie Do S. Corbett-Davies Jamal Atif Nicolas Usunier FaML 13 50 0 28 Oct 2021