User-centered Evaluation of Popularity Bias in Recommender Systems

10 March 2021

Papers citing "User-centered Evaluation of Popularity Bias in Recommender Systems"

34 / 34 papers shown

Title
Investigating Popularity Bias Amplification in Recommender Systems Employed in the Entertainment Domain Dominik Kowald MLAU 184 0 0 07 Apr 2025
Extending MovieLens-32M to Provide New Evaluation Objectives Mark D. Smucker Houmaan Chamani 428 0 0 02 Apr 2025
Graph-Structured Driven Dual Adaptation for Mitigating Popularity Bias Miaomiao Cai Lei Chen Yifan Wang Zhiyong Cheng Min Zhang Meng Wang 87 0 0 30 Mar 2025
Unmasking Gender Bias in Recommendation Systems and Enhancing Category-Aware Fairness Tahsin Alamgir Kheya Mohamed Reda Bouadjenek Sunil Aryal 61 0 0 25 Feb 2025
Online and Offline Evaluations of Collaborative Filtering and Content Based Recommender Systems Ali Elahi Armin Zirak OffRL 146 0 0 02 Nov 2024
Challenging Fairness: A Comprehensive Exploration of Bias in LLM-Based Recommendations Shahnewaz Karim Sakib Anindya Bijoy Das 76 0 0 17 Sep 2024
Debias Can be Unreliable: Mitigating Bias Issue in Evaluating Debiasing Recommendation Chengbing Wang Wentao Shi Jizhi Zhang Wenjie Wang Hang Pan Fuli Feng 195 1 0 07 Sep 2024
Investigating Characteristics of Media Recommendation Solicitation in r/ifyoulikeblank M. Bhuiyan Donghan Hu Andrew Jelson Tanushree Mitra Sang Won Lee 64 0 0 12 Aug 2024
Performative Debias with Fair-exposure Optimization Driven by Strategic Agents in Recommender Systems Zhichen Xiang Hongke Zhao Chuang Zhao Ming He Jianping Fan 47 1 0 25 Jun 2024
Content-Agnostic Moderation for Stance-Neutral Recommendation Nan Li Bo Kang T. D. Bie 18 0 0 29 May 2024
Algorithmic Fairness: A Tolerance Perspective Renqiang Luo Tao Tang Xiwei Xu Jiaying Liu Chengpei Xu Leo Yu Zhang Wei Xiang Chengqi Zhang FaML 99 0 0 26 Apr 2024
AI and the Problem of Knowledge Collapse Andrew J. Peterson 105 23 0 04 Apr 2024
CoRAL: Collaborative Retrieval-Augmented Large Language Models Improve Long-tail Recommendation Junda Wu Cheng-Chun Chang Tong Yu Zhankui He Jianing Wang Yupeng Hou Julian McAuley LRM RALM 90 27 0 11 Mar 2024
A Personalized Framework for Consumer and Producer Group Fairness Optimization in Recommender Systems Hossein A. Rahmani Mohammadmehdi Naghiaei Yashar Deldjoo FaML 70 6 0 01 Feb 2024
MOReGIn: Multi-Objective Recommendation at the Global and Individual Levels Elizabeth Gómez David Contreras Ludovico Boratto Maria Salamó 169 2 0 23 Jan 2024
When Collaborative Filtering is not Collaborative: Unfairness of PCA for Recommendations David Liu Jackie Baek Tina Eliassi-Rad 72 0 0 15 Oct 2023
Metrics for popularity bias in dynamic recommender systems Valentijn Braun D. Bhaumik Diptish Dey 57 0 0 12 Oct 2023
Fairness Vs. Personalization: Towards Equity in Epistemic Utility Jennifer Chien David Danks FaML 48 2 0 05 Sep 2023
A Survey on Popularity Bias in Recommender Systems Anastasiia Klimashevskaia Dietmar Jannach Mehdi Elahi C. Trattner 234 42 0 02 Aug 2023
Ranking with Popularity Bias: User Welfare under Self-Amplification Dynamics Guy Tennenholtz Martin Mladenov Nadav Merlis Robert L. Axtell Craig Boutilier 53 0 0 24 May 2023
FairRec: Fairness Testing for Deep Recommender Systems Hui Guo Jinfeng Li Jingyi Wang Xiangyu Liu Donghai Hong Zehong Hu Rong Zhang Hui Xue 62 8 0 14 Apr 2023
A Study on Accuracy, Miscalibration, and Popularity Bias in Recommendations Dominik Kowald Gregory Mayr Markus Schedl Elisabeth Lex 39 7 0 01 Mar 2023
Managing multi-facet bias in collaborative filtering recommender systems Samira Vaez Barenji Saeed Farzi FaML 34 0 0 21 Feb 2023
Biases in Scholarly Recommender Systems: Impact, Prevalence, and Mitigation Michael Färber Melissa Coutinho Shuzhou Yuan 83 8 0 18 Jan 2023
Multi-Objective Recommender Systems: Survey and Challenges Dietmar Jannach 128 13 0 19 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 107 48 0 21 Sep 2022
Fairness in Recommender Systems: Research Landscape and Future Directions Yashar Deldjoo Dietmar Jannach Alejandro Bellogín Alessandro Difonzo Dario Zanzonelli OffRL FaML 123 94 0 23 May 2022
Experiments on Generalizability of User-Oriented Fairness in Recommender Systems Hossein A. Rahmani Mohammadmehdi Naghiaei M. Dehghan Mohammad Aliannejadi FaML 105 35 0 17 May 2022
CPFair: Personalized Consumer and Producer Fairness Re-ranking for Recommender Systems Mohammadmehdi Naghiaei Hossein A. Rahmani Yashar Deldjoo FaML 94 95 0 17 Apr 2022
Causal Disentanglement with Network Information for Debiased Recommendations Paras Sheth Ruocheng Guo Lu Cheng Huan Liu K. S. Candan CML 47 17 0 14 Apr 2022
Introducing a Framework and a Decision Protocol to Calibrate Recommender Systems Diego Corrêa da Silva F. Durão 19 5 0 07 Apr 2022
Popularity Bias in Collaborative Filtering-Based Multimedia Recommender Systems Dominik Kowald Emanuel Lacić 57 21 0 01 Mar 2022
The Unfairness of Popularity Bias in Book Recommendation Mohammadmehdi Naghiaei Hossein A. Rahmani M. Dehghan FaML 128 27 0 27 Feb 2022
The Unfairness of Active Users and Popularity Bias in Point-of-Interest Recommendation Hossein A. Rahmani Yashar Deldjoo Ali Tourani Mohammadmehdi Naghiaei FaML 83 22 0 27 Feb 2022