A Survey on LLM-powered Agents for Recommender Systems

14 February 2025

Papers citing "A Survey on LLM-powered Agents for Recommender Systems"

37 / 37 papers shown

Title
AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems Yu Shang Peijie Liu Yuwei Yan Zijing Wu Leheng Sheng ... An Zhang Fengli Xu Yu Wang M. Zhang Yong Li LLMAG 69 1 0 26 May 2025
A Survey on Large Language Model based Human-Agent Systems Henry Peng Zou Wei-Chieh Huang Yaozu Wu Yankai Chen Chunyu Miao ... Yongbin Li Dongyuan Li Dongyuan Li Xue Liu Philip S. Yu LLMAG LM&Ro LM&MA 130 2 0 01 May 2025
CheatAgent: Attacking LLM-Empowered Recommender Systems via LLM Agent Liang-bo Ning Shijie Wang Wenqi Fan Qing Li Xin Xu Hao Chen Feiran Huang AAML 94 20 0 13 Apr 2025
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval Yu Zhang Shutong Qiao Jiaqi Zhang Tzu-Heng Lin Chen Gao Yongqian Li LM&Ro LM&MA 209 3 0 07 Mar 2025
Knowledge Graph Enhanced Language Agents for Recommendation Taicheng Guo Chaochun Liu Hai Wang Varun Mannam Fang Wang Xin Chen Xiangliang Zhang Chandan K. Reddy 104 2 0 28 Jan 2025
LLM-Powered User Simulator for Recommender System Zijian Zhang Shuchang Liu Ziru Liu Rui Zhong Qingpeng Cai Xiangyu Zhao Chunxu Zhang Qiang Liu Peng Jiang 79 6 0 22 Dec 2024
Personalized Recommendation Systems using Multimodal, Autonomous, Multi Agent Systems Param Thakkar Anushka Yadav 53 2 0 22 Oct 2024
SUBER: An RL Environment with Simulated Human Behavior for Recommender Systems Nathan Corecco Giorgio Piatti Luca A. Lanzendörfer Flint Xiaofeng Fan Roger Wattenhofer OffRL 39 2 0 01 Jun 2024
A LLM-based Controllable, Scalable, Human-Involved User Simulator Framework for Conversational Recommender Systems Lixi Zhu Xiaowen Huang Jitao Sang 58 4 0 13 May 2024
Evaluating Large Language Models as Generative User Simulators for Conversational Recommendation Se-eun Yoon Zhankui He J. Echterhoff Julian McAuley ELM LLMAG 61 22 0 13 Mar 2024
Large Language Models are Learnable Planners for Long-Term Recommendation Wentao Shi Xiangnan He Yang Zhang Chongming Gao Xinyue Li Jizhi Zhang Qifan Wang Fuli Feng 76 12 0 29 Feb 2024
Prospect Personalized Recommendation on Large Language Model-based Agent Platform Jizhi Zhang Keqin Bao Wenjie Wang Yang Zhang Wentao Shi Wanhong Xu Fuli Feng Tat-Seng Chua LLMAG 81 17 0 28 Feb 2024
A Multi-Agent Conversational Recommender System Jiabao Fang Shen Gao Pengjie Ren Preslav Nakov Suzan Verberne Zhaochun Ren LLMAG 65 22 0 02 Feb 2024
DRDT: Dynamic Reflection with Divergent Thinking for LLM-based Sequential Recommendation Yu Wang Zhiwei Liu Jianguo Zhang Weiran Yao Shelby Heinecke Philip S. Yu AI4TS LRM 47 35 0 18 Dec 2023
LlamaRec: Two-Stage Recommendation using Large Language Models for Ranking Zhenrui Yue Sara Rabhi Gabriel de Souza P. Moreira Dong Wang Even Oldridge LRM 72 43 0 25 Oct 2023
On Generative Agents in Recommendation An Zhang Yuxin Chen Leheng Sheng Xiang Wang Tat-Seng Chua 78 56 0 16 Oct 2023
AgentCF: Collaborative Learning with Autonomous Language Agents for Recommender Systems Junjie Zhang Yupeng Hou Ruobing Xie Wenqi Sun Julian McAuley Wayne Xin Zhao Leyu Lin Ji-Rong Wen LLMAG 33 83 0 13 Oct 2023
Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations Xu Huang Jianxun Lian Yuxuan Lei Jing Yao Defu Lian Xing Xie LLMAG 49 95 0 31 Aug 2023
RecMind: Large Language Model Powered Agent For Recommendation Yancheng Wang Ziyan Jiang Zheng Chen Fan Yang Yingxue Zhou Eunah Cho Xing Fan Xiaojiang Huang Yanbin Lu Yingzhen Yang LLMAG LM&Ro LRM 94 100 0 28 Aug 2023
A Survey on Large Language Model based Autonomous Agents Lei Wang Chengbang Ma Xueyang Feng Zeyu Zhang Hao-ran Yang ... Xu Chen Yankai Lin Wayne Xin Zhao Zhewei Wei Ji-Rong Wen LLMAG AI4CE LM&Ro 81 1,258 0 22 Aug 2023
Large Language Models as Zero-Shot Conversational Recommenders Zhankui He Zhouhang Xie Rahul Jha Harald Steck Dawen Liang Yesu Feng Bodhisattwa Prasad Majumder Nathan Kallus Julian McAuley 85 141 0 19 Aug 2023
RAH! RecSys-Assistant-Human: A Human-Centered Recommendation Framework with LLM Agents Yubo Shu Haonan Zhang Hansu Gu Peng Zhang Tun Lu Dongsheng Li Ning Gu 56 18 0 19 Aug 2023
User Behavior Simulation with Large Language Model based Agents Lei Wang Jingsen Zhang Hao-ran Yang Zhiyuan Chen Jiakai Tang ... Wayne Xin Zhao Jun Xu Zhicheng Dou Jun Wang Ji-Rong Wen LM&Ro LLMAG 70 46 0 05 Jun 2023
Gorilla: Large Language Model Connected with Massive APIs Shishir G. Patil Tianjun Zhang Xin Wang Joseph E. Gonzalez ELM CLL ALM SyDa 78 552 0 24 May 2023
Large Language Models are Zero-Shot Rankers for Recommender Systems Yupeng Hou Junjie Zhang Zihan Lin Hongyu Lu Ruobing Xie Julian McAuley Wayne Xin Zhao LRM ALM 60 326 0 15 May 2023
Leveraging Large Language Models in Conversational Recommender Systems Luke Friedman Sameer Ahuja David Allen Zhenning Tan Hakim Sidahmed ... Ajay Patel Harsh Lara Brian Chu Zexiang Chen Manoj Kumar Tiwari 73 108 0 13 May 2023
Generative Agents: Interactive Simulacra of Human Behavior J. Park Joseph C. O'Brien Carrie J. Cai Meredith Ringel Morris Percy Liang Michael S. Bernstein LM&Ro AI4CE 390 1,922 0 07 Apr 2023
HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face Yongliang Shen Kaitao Song Xu Tan Dongsheng Li Weiming Lu Yueting Zhuang MLLM 110 884 0 30 Mar 2023
Automated Interactive Domain-Specific Conversational Agents that Understand Human Dialogs Yankai Zeng Abhiramon Rajasekharan Parth Padalkar Kinjal Basu Joaquín Arias Gopal Gupta 23 16 0 15 Mar 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.4K 14,313 0 15 Mar 2023
Toolformer: Language Models Can Teach Themselves to Use Tools Timo Schick Jane Dwivedi-Yu Roberto Dessì Roberta Raileanu Maria Lomeli Luke Zettlemoyer Nicola Cancedda Thomas Scialom SyDa RALM 141 1,722 0 09 Feb 2023
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 417 2,849 0 06 Oct 2022
A Survey on Accuracy-oriented Neural Recommendation: From Collaborative Filtering to Information-rich Recommendation Le Wu Xiangnan He Xiang Wang Kun Zhang Meng Wang HAI 62 296 0 27 Apr 2021
A Survey on Conversational Recommender Systems Dietmar Jannach A. Manzoor Wanling Cai Li Chen 43 416 0 01 Apr 2020
Towards Deep Conversational Recommendations Raymond Li Samira Ebrahimi Kahou Hannes Schulz Vincent Michalski Laurent Charlin C. Pal 55 371 0 18 Dec 2018
Self-Attentive Sequential Recommendation Wang-Cheng Kang Julian McAuley HAI BDL 155 2,433 0 20 Aug 2018
Image-based Recommendations on Styles and Substitutes Julian McAuley C. Targett Javen Qinfeng Shi Anton Van Den Hengel 124 2,405 0 15 Jun 2015