Representation Learning with Large Language Models for Recommendation

24 October 2023

Xubin Ren

Wei Wei

Lianghao Xia

Chao Huang

Papers citing "Representation Learning with Large Language Models for Recommendation"

30 / 80 papers shown

Title
When Search Engine Services meet Large Language Models: Visions and Challenges Haoyi Xiong Jiang Bian Yuchen Li Xuhong Li Mengnan Du Shuaiqiang Wang Dawei Yin Sumi Helal 40 28 0 28 Jun 2024
On Softmax Direct Preference Optimization for Recommendation Yuxin Chen Junfei Tan An Zhang Zhengyi Yang Leheng Sheng Enzhi Zhang Xiang Wang Tat-Seng Chua 26 23 0 13 Jun 2024
XRec: Large Language Models for Explainable Recommendation Qiyao Ma Xubin Ren Chao Huang LRM 16 17 0 04 Jun 2024
Large Language Models Enhanced Sequential Recommendation for Long-tail User and Item Qidong Liu Xian Wu Xiangyu Zhao Yejing Wang Zijian Zhang Feng Tian Yefeng Zheng 29 11 0 31 May 2024
Source Echo Chamber: Exploring the Escalation of Source Bias in User, Data, and Recommender System Feedback Loop Yuqi Zhou Sunhao Dai Liang Pang Gang Wang Zhenhua Dong Jun Xu Jirong Wen 25 8 0 28 May 2024
LOGIN: A Large Language Model Consulted Graph Neural Network Training Framework Yiran Qiao Xiang Ao Yang Liu Jiarong Xu Xiaoqian Sun Qing He 24 3 0 22 May 2024
PLM4Traj: Cognizing Movement Patterns and Travel Purposes from Trajectories with Pre-trained Language Models Zeyu Zhou Yan Lin Haomin Wen S. Guo Jilin Hu Youfang Lin Huaiyu Wan 29 0 0 21 May 2024
RDRec: Rationale Distillation for LLM-based Recommendation Xinfeng Wang Jin Cui Yoshimi Suzuki Fumiyo Fukumoto LRM 21 9 0 17 May 2024
A Survey of Large Language Models for Graphs Xubin Ren Jiabin Tang Dawei Yin Nitesh V. Chawla Chao Huang 19 30 0 10 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 28 7 0 07 May 2024
Graph Machine Learning in the Era of Large Language Models (LLMs) Wenqi Fan Shijie Wang Jiani Huang Zhikai Chen Yu Song ... Haitao Mao Hui Liu Xiaorui Liu Dawei Yin Qing Li AI4CE 24 21 0 23 Apr 2024
A Comprehensive Survey on Self-Supervised Learning for Recommendation Xubin Ren Wei Wei Lianghao Xia Chao Huang SSL 16 9 0 04 Apr 2024
A Large Language Model Enhanced Sequential Recommender for Joint Video and Comment Recommendation Bowen Zheng Zihan Lin Enze Liu Chen Yang Enyang Bai Cheng Ling Wayne Xin Zhao Ji-Rong Wen 19 4 0 20 Mar 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 14 17 0 11 Mar 2024
OpenGraph: Towards Open Graph Foundation Models Lianghao Xia Ben Kao Chao Huang AI4CE 22 33 0 02 Mar 2024
UrbanGPT: Spatio-Temporal Large Language Models Zhonghang Li Lianghao Xia Jiabin Tang Yong-mei Xu Lei Shi Long Xia Dawei Yin Chao Huang AI4TS 29 34 0 25 Feb 2024
HiGPT: Heterogeneous Graph Language Model Jiabin Tang Yuhao Yang Wei Wei Lei Shi Long Xia Dawei Yin Chao Huang 34 20 0 25 Feb 2024
Language-Based User Profiles for Recommendation Joyce Zhou Yijia Dai Thorsten Joachims 19 8 0 23 Feb 2024
GraphEdit: Large Language Models for Graph Structure Learning Zirui Guo Lianghao Xia Yanhua Yu Yuling Wang Zixuan Yang Zhiyong Huang Chao Huang 36 18 0 23 Feb 2024
A Survey on Knowledge Distillation of Large Language Models Xiaohan Xu Ming Li Chongyang Tao Tao Shen Reynold Cheng Jinyang Li Can Xu Dacheng Tao Tianyi Zhou KELM VLM 39 94 0 20 Feb 2024
LLM-Enhanced User-Item Interactions: Leveraging Edge Information for Optimized Recommendations Xinyuan Wang Liang Wu Liangjie Hong Hao Liu Yanjie Fu 23 4 0 14 Feb 2024
Enhancing ID and Text Fusion via Alternative Training in Session-based Recommendation Juanhui Li Haoyu Han Zhikai Chen Harry Shomer Wei Jin Amin Javari Jiliang Tang 18 1 0 14 Feb 2024
A Survey of Graph Meets Large Language Model: Progress and Future Directions Yuhan Li Zhixun Li Peisong Wang Jia Li Xiangguo Sun Hongtao Cheng Jeffrey Xu Yu 28 53 0 21 Nov 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 19 166 0 09 Jun 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 32 358 0 31 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 12 281 0 15 May 2023
Recommendation as Instruction Following: A Large Language Model Empowered Recommendation Approach Junjie Zhang Ruobing Xie Yupeng Hou Wayne Xin Zhao Leyu Lin Ji-Rong Wen 13 188 0 11 May 2023
Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System Yunfan Gao Tao Sheng Youlin Xiang Yun Xiong Haofen Wang Jiawei Zhang RALM KELM 107 242 0 25 Mar 2023
Text and Code Embeddings by Contrastive Pre-Training Arvind Neelakantan Tao Xu Raul Puri Alec Radford Jesse Michael Han ... Tabarak Khan Toki Sherbakov Joanne Jang Peter Welinder Lilian Weng SSL AI4TS 201 412 0 24 Jan 2022
Representation learning for maximization of MI, nonlinear ICA and nonlinear subspaces with robust density ratio estimation Hiroaki Sasaki Takashi Takenouchi OOD 25 3 0 06 Jan 2021