GPT4Rec: A Generative Framework for Personalized Recommendation and User Interests Interpretation

8 April 2023

Papers citing "GPT4Rec: A Generative Framework for Personalized Recommendation and User Interests Interpretation"

50 / 60 papers shown

Title
SimUSER: Simulating User Behavior with Large Language Models for Recommender System Evaluation Nicolas Bougie Narimasa Watanabe 29 0 0 17 Apr 2025
StePO-Rec: Towards Personalized Outfit Styling Assistant via Knowledge-Guided Multi-Step Reasoning Yuxi Bi Yunfan Gao H. Wang 35 1 0 14 Apr 2025
Integrating Textual Embeddings from Contrastive Learning with Generative Recommender for Enhanced Personalization Yijun Liu AI4TS 26 0 0 13 Apr 2025
How Good Are Large Language Models for Course Recommendation in MOOCs? Boxuan Ma Md Akib Zabed Khan Tianyuan Yang Agoritsa Polyzou Shiníchi Konomi AI4Ed 49 0 0 11 Apr 2025
User Feedback Alignment for LLM-powered Exploration in Large-scale Recommendation Systems Jianling Wang Yifan Liu Yinghao Sun Xuejian Ma Yueqi Wang ... Onkar Dalal Ed Chi Lichan Hong Ningren Han Haokai Lu 28 0 0 07 Apr 2025
Pre-training Generative Recommender with Multi-Identifier Item Tokenization Bowen Zheng Enze Liu Z. Chen Zhongrui Ma Yue Wang Wayne Xin Zhao Ji-Rong Wen 33 0 0 06 Apr 2025
Rec-R1: Bridging Generative Large Language Models and User-Centric Recommendation Systems via Reinforcement Learning J. Lin Tian Wang Kun Qian LRM 42 2 0 31 Mar 2025
Uncovering Cross-Domain Recommendation Ability of Large Language Models Xinyi Liu Ruijie Wang Dachun Sun Dilek Hakkani-Tur Tarek F. Abdelzaher 139 0 0 10 Mar 2025
Measuring What Makes You Unique: Difference-Aware User Modeling for Enhancing LLM Personalization Yilun Qiu Xiaoyan Zhao Yang Zhang Yimeng Bai W. Wang Hong Cheng Fuli Feng Tat-Seng Chua 53 1 0 04 Mar 2025
Hallucinations are inevitable but statistically negligible Atsushi Suzuki Yulan He Feng Tian Zhongyuan Wang HILM 49 0 0 15 Feb 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 76 18 0 17 Jan 2025
Break the ID-Language Barrier: An Adaption Framework for Sequential Recommendation Xiaohan Yu Li Zhang Xin Zhao Yue Wang 71 2 0 27 Nov 2024
LLM-based Bi-level Multi-interest Learning Framework for Sequential Recommendation Shutong Qiao Chen Gao Wei Yuan Yong Li Hongzhi Yin 44 2 0 14 Nov 2024
Token-level Proximal Policy Optimization for Query Generation Yichen Ouyang Lu Wang Fangkai Yang Pu Zhao Chenghua Huang ... Saravan Rajmohan Weiwei Deng Dongmei Zhang Feng Sun Qi Zhang OffRL 128 3 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 23 2 0 30 Oct 2024
Autoregressive Generation Strategies for Top-K Sequential Recommendations Anna Volodkevich Danil Gusak Anton Klenitskiy Alexey Vasilev 21 0 0 26 Sep 2024
Large Language Model Driven Recommendation A. Korikov Scott Sanner Yashar Deldjoo Zhankui He Julian McAuley ... René Vidal Mahesh Sathiamoorthy Atoosa Kasrizadeh Silvia Milano Francesco Ricci 45 0 0 20 Aug 2024
Exploring Applications of State Space Models and Advanced Training Techniques in Sequential Recommendations: A Comparative Study on Efficiency and Performance M. Obozov Makar Baderko Stepan Kulibaba N. Kutuzov Alexander Gasnikov Mamba OffRL 20 0 0 10 Aug 2024
RevGNN: Negative Sampling Enhanced Contrastive Graph Learning for Academic Reviewer Recommendation Weibin Liao Yifan Zhu Yanyan Li Qi Zhang Zhonghong Ou Xuesong Li 28 4 0 30 Jul 2024
SINKT: A Structure-Aware Inductive Knowledge Tracing Model with Large Language Model Lingyue Fu Hao Guan Kounianhua Du J. Lin Wei Xia Weinan Zhang Ruiming Tang Yasheng Wang Yong Yu AI4Ed KELM RALM 37 4 0 01 Jul 2024
CherryRec: Enhancing News Recommendation Quality via LLM-driven Framework Shaohuang Wang Lun Wang Yunhan Bu Tianwei Huang 30 2 0 18 Jun 2024
Generative Explore-Exploit: Training-free Optimization of Generative Recommender Systems using LLM Optimizers Lutfi Kerem Senel B. Fetahu Davis Yoshida Zhiyu Zoey Chen Giuseppe Castellucci Nikhita Vedula J. Choi S. Malmasi 27 3 0 07 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 73 14 0 05 Jun 2024
LLMs for User Interest Exploration in Large-scale Recommendation Systems Jianling Wang Haokai Lu Yifan Liu He Ma Yueqi Wang ... Ningren Han Shuchao Bi Lexi Baugher Ed H. Chi Minmin Chen 37 5 0 25 May 2024
Reindex-Then-Adapt: Improving Large Language Models for Conversational Recommendation Zhankui He Zhouhang Xie Harald Steck Dawen Liang Rahul Jha Nathan Kallus Julian McAuley 26 6 0 20 May 2024
A survey on fairness of large language models in e-commerce: progress, application, and challenge Qingyang Ren Zilin Jiang Jinghan Cao Sijia Li Chiqu Li Yiyang Liu Shuning Huo Tiange He Yuan Chen AILaw FaML 40 6 0 15 May 2024
Knowledge Adaptation from Large Language Model to Recommendation for Practical Industrial Application Jian Jia Yipei Wang Yan Li Honggang Chen Xuehan Bai ... Jian Liang Quan Chen Han Li Peng Jiang Kun Gai KELM 35 7 0 07 May 2024
CALRec: Contrastive Alignment of Generative LLMs For Sequential Recommendation Yaoyiran Li Xiang Zhai M. Alzantot Keyi Yu Ivan Vulić Anna Korhonen Mohamed Hammad 32 10 0 03 May 2024
A Survey of Generative Search and Recommendation in the Era of Large Language Models Yongqi Li Xinyu Lin Wenjie Wang Fuli Feng Liang Pang Wenjie Li Liqiang Nie Xiangnan He Tat-Seng Chua 3DV LRM 46 7 0 25 Apr 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 72 46 0 23 Apr 2024
RecGPT: Generative Personalized Prompts for Sequential Recommendation via ChatGPT Training Paradigm Yabin Zhang Wenhui Yu Erhan Zhang Xu Chen Lantao Hu Peng Jiang Kun Gai LRM 40 8 0 06 Apr 2024
Where to Move Next: Zero-shot Generalization of LLMs for Next POI Recommendation Shanshan Feng Haoming Lyu Caishun Chen Y. Ong LRM 38 8 0 02 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 28 40 0 31 Mar 2024
Evaluating Large Language Models as Generative User Simulators for Conversational Recommendation Se-eun Yoon Zhankui He J. Echterhoff Julian McAuley ELM LLMAG 34 19 0 13 Mar 2024
Multi-view Intent Learning and Alignment with Large Language Models for Session-based Recommendation Shutong Qiao Chen Gao Junhao Wen Wei Zhou Qun Luo Peixuan Chen Yong Li 32 1 0 21 Feb 2024
GhostWriter: Augmenting Collaborative Human-AI Writing Experiences Through Personalization and Agency Catherine Yeh Gonzalo A. Ramos Rachel Ng Andy Huntington Richard Banks LLMAG 49 20 0 13 Feb 2024
RA-Rec: An Efficient ID Representation Alignment Framework for LLM-based Recommendation Xiaohan Yu Li Zhang Xin Zhao Yue Wang Zhongrui Ma 51 9 0 07 Feb 2024
Improving Sequential Recommendations with LLMs Artun Boz Wouter Zorgdrager Zoe Kotti Jesse Harte Panos Louridas Dietmar Jannach Vassilios Karakoidas Marios Fragkoulis KELM LRM 62 4 0 02 Feb 2024
PAP-REC: Personalized Automatic Prompt for Recommendation Language Model Zelong Li Jianchao Ji Yingqiang Ge Wenyue Hua Yongfeng Zhang 6 5 0 01 Feb 2024
Within-basket Recommendation via Neural Pattern Associator Kai Luo Tianshu Shen Lan Yao Ga Wu A. Liblong Istvan Fehervari Ruijian An Jawad Ahmed Harshit Mishra Charu Pujari AI4TS 32 2 0 25 Jan 2024
Enhancing Recommendation Diversity by Re-ranking with Large Language Models Diego Carraro Derek Bridge LRM ALM 22 14 0 21 Jan 2024
User Modeling in the Era of Large Language Models: Current Research and Future Directions Zhaoxuan Tan Meng-Long Jiang 18 8 0 11 Dec 2023
Large Language Models for Intent-Driven Session Recommendations Zhu Sun Hongyang Liu Xinghua Qu Kaidong Feng Yan Wang Yew-Soon Ong LRM 11 25 0 07 Dec 2023
Knowledge Plugins: Enhancing Large Language Models for Domain-Specific Recommendations Jing Yao Wei Xu Jianxun Lian Xiting Wang Xiaoyuan Yi Xing Xie ALM 25 18 0 16 Nov 2023
Integrating Summarization and Retrieval for Enhanced Personalization via Large Language Models Chris Richardson Yao Zhang Kellen Gillespie Sudipta Kar Arshdeep Singh Zeynab Raeesy Omar Zia Khan A. Sethy RALM 20 10 0 30 Oct 2023
LlamaRec: Two-Stage Recommendation using Large Language Models for Ranking Zhenrui Yue Sara Rabhi G. D. S. P. Moreira Dong Wang Even Oldridge LRM 46 36 0 25 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 22 67 0 13 Oct 2023
VideolandGPT: A User Study on a Conversational Recommender System Mateo Gutierrez Granada Dina Zilbershtein Daan Odijk Francesco Barile 17 1 0 07 Sep 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 42 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 32 71 0 03 Sep 2023