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 22 0 0 23 Apr 2025
From Human Memory to AI Memory: A Survey on Memory Mechanisms in the Era of LLMs Yaxiong Wu Sheng Liang Chen Zhang Y. Wang Y. Zhang Huifeng Guo Ruiming Tang Y. Liu KELM 36 0 0 22 Apr 2025
Interpretable Locomotion Prediction in Construction Using a Memory-Driven LLM Agent With Chain-of-Thought Reasoning Ehsan Ahmadi Chao Wang 25 0 0 21 Apr 2025
An LLM-enabled Multi-Agent Autonomous Mechatronics Design Framework Zeyu Wang Frank P.-W. Lo Qian Chen Yongqi Zhang Chen Lin Xu Chen Zhenhua Yu Alexander J. Thompson Eric M. Yeatman Benny P. L. Lo AI4CE 26 0 0 20 Apr 2025
PAARS: Persona Aligned Agentic Retail Shoppers Saab Mansour Leonardo Perelli Lorenzo Mainetti George Davidson Stefano DÁmato 36 0 0 31 Mar 2025
Towards Agentic Recommender Systems in the Era of Multimodal Large Language Models Chengkai Huang Junda Wu Yu Xia Zixu Yu Ruhan Wang ... Ryan Rossi B. Kveton Dongruo Zhou Julian McAuley Lina Yao 36 1 0 20 Mar 2025
Process-Supervised LLM Recommenders via Flow-guided Tuning Chongming Gao Mengyao Gao Chenxiao Fan Shuai Yuan Wentao Shi Xiangnan He 68 2 0 10 Mar 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 Y. Li LM&Ro LM&MA 76 0 0 07 Mar 2025
AgentSociety Challenge: Designing LLM Agents for User Modeling and Recommendation on Web Platforms Yuwei Yan Yu Shang Qingbin Zeng Yu Li Keyu Zhao ... Tianji Wu Shengen Yan Yu Wang Fengli Xu Y. Li LLMAG AI4TS 56 0 0 26 Feb 2025
A Survey on LLM-powered Agents for Recommender Systems Qiyao Peng Hongtao Liu Hua Huang Qing Yang Minglai Shao LLMAG LRM 72 2 0 14 Feb 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 38 2 0 28 Jan 2025
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis Lanling Xu Junjie Zhang Bingqian Li Jinpeng Wang Sheng Chen Wayne Xin Zhao Ji-Rong Wen 71 19 0 17 Jan 2025
Improving GenIR Systems Based on User Feedback Qingyao Ai Zhicheng Dou Min Zhang 48 0 0 06 Jan 2025
From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents Xinyi Mou Xuanwen Ding Qi He Liang Wang Jingcong Liang ... L. Sun Jiayu Lin Jie Zhou Xuanjing Huang Zhongyu Wei LLMAG LM&Ro AI4CE 77 11 0 04 Dec 2024
LLM-KT: A Versatile Framework for Knowledge Transfer from Large Language Models to Collaborative Filtering Nikita Severin Aleksei Ziablitsev Yulia Savelyeva Valeriy Tashchilin Ivan Bulychev ... Artem Kushneruk Amaliya Zaryvnykh Dmitrii Kiselev Andrey V. Savchenko Ilya Makarov 38 0 0 01 Nov 2024
Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation Yang Zhang Juntao You Yimeng Bai Jizhi Zhang Keqin Bao W. Wang Tat-Seng Chua CML 21 1 0 30 Oct 2024
Personalized Recommendation Systems using Multimodal, Autonomous, Multi Agent Systems Param Thakkar Anushka Yadav 20 2 0 22 Oct 2024
Large Language Models Empowered Personalized Web Agents Hongru Cai Yongqi Li W. Wang Fengbin Zhu Xiaoyu Shen Wenjie Li Tat-Seng Chua LLMAG 41 12 0 22 Oct 2024
Laser: Parameter-Efficient LLM Bi-Tuning for Sequential Recommendation with Collaborative Information Xinyu Zhang Linmei Hu Luhao Zhang Dandan Song Heyan Huang Liqiang Nie 50 0 0 03 Sep 2024
Learn by Selling: Equipping Large Language Models with Product Knowledge for Context-Driven Recommendations Sarthak Anand Yutong Jiang Giorgi Kokaia 23 1 0 30 Jul 2024
LANE: Logic Alignment of Non-tuning Large Language Models and Online Recommendation Systems for Explainable Reason Generation Hongke Zhao Songming Zheng Likang Wu Bowen Yu Jing Wang 31 4 0 03 Jul 2024
Step-Back Profiling: Distilling User History for Personalized Scientific Writing Xiangru Tang Xingyao Zhang Yanjun Shao Jie Wu Yilun Zhao Arman Cohan Ming Gong Dongmei Zhang Mark B. Gerstein 35 1 0 20 Jun 2024
CherryRec: Enhancing News Recommendation Quality via LLM-driven Framework Shaohuang Wang Lun Wang Yunhan Bu Tianwei Huang 30 2 0 18 Jun 2024
Survey for Landing Generative AI in Social and E-commerce Recsys -- the Industry Perspectives Da Xu Danqing Zhang Guangyu Yang Bo Yang Shuyuan Xu Lingling Zheng Cindy Liang 27 1 0 10 Jun 2024
Exploring User Retrieval Integration towards Large Language Models for Cross-Domain Sequential Recommendation Tingjia Shen Hao Wang Jiaqing Zhang Sirui Zhao Liangyue Li Zulong Chen Defu Lian Enhong Chen LRM 58 14 0 05 Jun 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 27 2 0 01 Jun 2024
Keyword-driven Retrieval-Augmented Large Language Models for Cold-start User Recommendations Hai-Dang Kieu Minh-Duc Nguyen T. Nguyen Dung D. Le RALM LRM 69 2 0 30 May 2024
ALI-Agent: Assessing LLMs' Alignment with Human Values via Agent-based Evaluation Jingnan Zheng Han Wang An Zhang Tai D. Nguyen Jun Sun Tat-Seng Chua LLMAG 30 13 0 23 May 2024
A Survey on the Memory Mechanism of Large Language Model based Agents Zeyu Zhang Xiaohe Bo Chen Ma Rui Li Xu Chen Quanyu Dai Jieming Zhu Zhenhua Dong Ji-Rong Wen LLMAG KELM 34 105 0 21 Apr 2024
Empowering Biomedical Discovery with AI Agents Shanghua Gao Ada Fang Yepeng Huang Valentina Giunchiglia Ayush Noori Jonathan Richard Schwarz Yasha Ektefaie Jovana Kondic Marinka Zitnik LLMAG AI4CE 33 62 0 03 Apr 2024
A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys) Yashar Deldjoo Zhankui He Julian McAuley A. Korikov Scott Sanner Arnau Ramisa René Vidal M. Sathiamoorthy Atoosa Kasirzadeh Silvia Milano VLM 26 30 0 31 Mar 2024
Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency Akila Wickramasekara F. Breitinger Mark Scanlon 42 7 0 29 Feb 2024
GenSERP: Large Language Models for Whole Page Presentation Zhenning Zhang Yunan Zhang Suyu Ge Guangwei Weng M. Narang Xia Song Saurabh Tiwary KELM 33 2 0 22 Feb 2024
eCeLLM: Generalizing Large Language Models for E-commerce from Large-scale, High-quality Instruction Data B. Peng Xinyi Ling Ziru Chen Huan Sun Xia Ning ELM 16 16 0 13 Feb 2024
Exploring the Impact of Large Language Models on Recommender Systems: An Extensive Review A. Vats Vinija Jain Rahul Raja Aman Chadha LRM 15 13 0 11 Feb 2024
Understanding the planning of LLM agents: A survey Xu Huang Weiwen Liu Xiaolong Chen Xingmei Wang Hao Wang Defu Lian Yasheng Wang Ruiming Tang Enhong Chen LLMAG LM&Ro 19 126 0 05 Feb 2024
NPHardEval: Dynamic Benchmark on Reasoning Ability of Large Language Models via Complexity Classes Lizhou Fan Wenyue Hua Lingyao Li Haoyang Ling Yongfeng Zhang LRM 18 46 0 22 Dec 2023
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 17 33 0 18 Dec 2023
User Modeling in the Era of Large Language Models: Current Research and Future Directions Zhaoxuan Tan Meng-Long Jiang 16 8 0 11 Dec 2023
LLM as OS, Agents as Apps: Envisioning AIOS, Agents and the AIOS-Agent Ecosystem Yingqiang Ge Yujie Ren Wenyue Hua Shuyuan Xu Juntao Tan Yongfeng Zhang LLMAG 12 27 0 06 Dec 2023
Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion Jinheon Baek N. Chandrasekaran Silviu Cucerzan Allen Herring S. Jauhar RALM KELM 6 36 0 10 Nov 2023
On Generative Agents in Recommendation An Zhang Yuxin Chen Leheng Sheng Xiang Wang Tat-Seng Chua 21 42 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 17 65 0 13 Oct 2023
Evaluating ChatGPT as a Recommender System: A Rigorous Approach Dario Di Palma Giovanni Maria Biancofiore V. W. Anelli F. Narducci T. D. Noia E. Sciascio ALM 38 27 0 07 Sep 2023
Large Language Models for Generative Recommendation: A Survey and Visionary Discussions Lei Li Yongfeng Zhang Dugang Liu L. Chen 3DV LRM 27 67 0 03 Sep 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 36 1,088 0 22 Aug 2023
Recommender Systems in the Era of Large Language Models (LLMs) Zihuai Zhao Wenqi Fan Jiatong Li Yunqing Liu Xiaowei Mei ... Zhen Wen Fei Wang Xiangyu Zhao Jiliang Tang Qing Li KELM 61 307 0 05 Jul 2023
How Can Recommender Systems Benefit from Large Language Models: A Survey Jianghao Lin Xinyi Dai Yunjia Xi Weiwen Liu Bo Chen ... Chenxu Zhu Huifeng Guo Yong Yu Ruiming Tang Weinan Zhang LRM 22 166 0 09 Jun 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 11 39 0 05 Jun 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 12 281 0 15 May 2023