CFaiRLLM: Consumer Fairness Evaluation in Large-Language Model Recommender System

24 February 2025

Papers citing "CFaiRLLM: Consumer Fairness Evaluation in Large-Language Model Recommender System"

16 / 16 papers shown

Title
A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms Chengkai Huang Hongtao Huang Tong Yu Kaige Xie Junda Wu Shuai Zhang Julian McAuley Dietmar Jannach Lina Yao LRM AI4CE 29 0 0 23 Apr 2025
Toward Holistic Evaluation of Recommender Systems Powered by Generative Models Yashar Deldjoo Nikhil Mehta M. Sathiamoorthy Shuai Zhang Pablo Castells Julian McAuley EGVM ELM 72 1 0 09 Apr 2025
Investigating and Mitigating Stereotype-aware Unfairness in LLM-based Recommendations Zihuai Zhao Wenqi Fan Yao Wu Qing Li 83 1 0 05 Apr 2025
Exposing Product Bias in LLM Investment Recommendation Yuhan Zhi Xiaoyu Zhang Longtian Wang Shumin Jiang Shiqing Ma Xiaohong Guan Chao Shen 63 0 0 11 Mar 2025
Process-Supervised LLM Recommenders via Flow-guided Tuning Chongming Gao Mengyao Gao Chenxiao Fan Shuai Yuan Wentao Shi Xiangnan He 76 2 0 10 Mar 2025
Poison-RAG: Adversarial Data Poisoning Attacks on Retrieval-Augmented Generation in Recommender Systems Fatemeh Nazary Yashar Deldjoo Tommaso Di Noia AAML SILM 42 4 0 20 Jan 2025
"Global is Good, Local is Bad?": Understanding Brand Bias in LLMs M. Kamruzzaman Hieu Minh Nguyen Gene Louis Kim 33 4 0 20 Jun 2024
Unifying Bias and Unfairness in Information Retrieval: A Survey of Challenges and Opportunities with Large Language Models Sunhao Dai Chen Xu Shicheng Xu Liang Pang Zhenhua Dong Jun Xu 48 63 0 17 Apr 2024
A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys) Yashar Deldjoo Zhankui He Julian McAuley Anton Korikov Scott Sanner Arnau Ramisa René Vidal M. Sathiamoorthy Atoosa Kasirzadeh Silvia Milano VLM 30 41 0 31 Mar 2024
Understanding Biases in ChatGPT-based Recommender Systems: Provider Fairness, Temporal Stability, and Recency Yashar Deldjoo LRM VLM 51 36 0 19 Jan 2024
Fairness of ChatGPT and the Role Of Explainable-Guided Prompts Yashar Deldjoo 89 19 0 14 Jul 2023
A Survey on Large Language Models for Recommendation Likang Wu Zhilan Zheng Zhaopeng Qiu Hao Wang Hongchao Gu ... Chen Zhu Hengshu Zhu Qi Liu Hui Xiong Enhong Chen 50 359 0 31 May 2023
Interactive Question Answering Systems: Literature Review Giovanni Maria Biancofiore Yashar Deldjoo Tommaso Di Noia E. Sciascio Fedelucio Narducci 34 13 0 04 Sep 2022
ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts Akari Asai Mohammadreza Salehi Matthew E. Peters Hannaneh Hajishirzi 130 100 0 24 May 2022
SPoT: Better Frozen Model Adaptation through Soft Prompt Transfer Tu Vu Brian Lester Noah Constant Rami Al-Rfou Daniel Cer VLM LRM 137 277 0 15 Oct 2021
User-oriented Fairness in Recommendation Yunqi Li H. Chen Zuohui Fu Yingqiang Ge Yongfeng Zhang FaML 102 230 0 21 Apr 2021