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"

50 / 80 papers shown

Title
X-Cross: Dynamic Integration of Language Models for Cross-Domain Sequential Recommendation Guy Hadad Haggai Roitman Yotam Eshel Bracha Shapira L. Rokach BDL VLM LRM 37 0 0 29 Apr 2025
AlphaFuse: Learn ID Embeddings for Sequential Recommendation in Null Space of Language Embeddings Guoqing Hu An Zhang Shuo Liu Zhibo Cai Xun Yang X. Wang 31 0 0 27 Apr 2025
Bridge the Domains: Large Language Models Enhanced Cross-domain Sequential Recommendation Qidong Liu Xiangyu Zhao Yejing Wang Zijian Zhang Howard Zhong Chong Chen X. Li Wei Huang Feng Tian AI4TS 17 0 0 25 Apr 2025
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 19 0 0 23 Apr 2025
Killing Two Birds with One Stone: Unifying Retrieval and Ranking with a Single Generative Recommendation Model L. Zhang Kenan Song Yi Quan Lee Wei Guo Hao Wang Yawen Li Huifeng Guo Y. Liu Defu Lian Enhong Chen 22 0 0 23 Apr 2025
Comprehensive List Generation for Multi-Generator Reranking Hailan Yang Zhenyu Qi Shuchang Liu Xiaoyu Yang X. U. Wang Xiang Li Lantao Hu H. Li Kun Gai OffRL 25 0 0 22 Apr 2025
Generative Recommendation with Continuous-Token Diffusion Haohao Qu Wenqi Fan Shanru Lin DiffM 84 0 0 16 Apr 2025
Distilling Transitional Pattern to Large Language Models for Multimodal Session-based Recommendation Jiajie Su Qiyong Zhong Yunshan Ma Weiming Liu Chaochao Chen Xiaolin Zheng Jianwei Yin Tat-Seng Chua 29 0 0 13 Apr 2025
Academic Network Representation via Prediction-Sampling Incorporated Tensor Factorization Chunyang Zhang Xin Liao Hao Wu 27 0 0 11 Apr 2025
Towards Distribution Matching between Collaborative and Language Spaces for Generative Recommendation Yi-cui Zhang Yiwen Zhang Y. X. R. Wang Tong Chen Hongzhi Yin 26 0 0 10 Apr 2025
A Novel Mamba-based Sequential Recommendation Method Jun Yuan Mamba 51 0 0 10 Apr 2025
Can LLM-Driven Hard Negative Sampling Empower Collaborative Filtering? Findings and Potentials Chu Zhao Enneng Yang Yuting Liu Jianzhe Zhao G. Guo Xingwei Wang 25 0 0 07 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 24 0 0 07 Apr 2025
MSL: Not All Tokens Are What You Need for Tuning LLM as a Recommender Bohao Wang Feng Liu Jiawei Chen Xingyu Lou Changwang Zhang Jun Wang Yuegang Sun Yan Feng C. L. P. Chen C. Wang 29 0 0 05 Apr 2025
LLM-Augmented Graph Neural Recommenders: Integrating User Reviews H. Kanezashi Toyotaro Suzumura Cade Reid Md. Mostafizur Rahman Yu Hirate 30 0 0 03 Apr 2025
Urban Computing in the Era of Large Language Models Zhonghang Li Lianghao Xia Xubin Ren J. Tang Tianyi Chen Yong-mei Xu C. Huang 70 0 0 02 Apr 2025
Rec-R1: Bridging Generative Large Language Models and User-Centric Recommendation Systems via Reinforcement Learning J. Lin Tian Wang Kun Qian LRM 30 2 0 31 Mar 2025
Unifying Text Semantics and Graph Structures for Temporal Text-attributed Graphs with Large Language Models Siwei Zhang Yun Xiong Yateng Tang Xi Chen Zian Jia Zehao Gu Jiarong Xu Jiawei Zhang AI4CE 49 1 0 18 Mar 2025
Dual Test-time Training for Out-of-distribution Recommender System Xihong Yang Yiqi Wang Jin Chen Wenqi Fan Xiangyu Zhao En Zhu Xinwang Liu Defu Lian TTA 101 4 0 13 Mar 2025
RankPO: Preference Optimization for Job-Talent Matching Y. Zhang M. Wang Yu Wang Xiaohui Wang 38 0 0 13 Mar 2025
TacticExpert: Spatial-Temporal Graph Language Model for Basketball Tactics Xu Lingrui Liu Mandi Zhang Lei 41 0 0 13 Mar 2025
Towards An Efficient LLM Training Paradigm for CTR Prediction Allen Lin Renqin Cai Yun He Hanchao Yu Jing Qian Rui Li Qifan Wang James Caverlee 39 0 0 02 Mar 2025
Collaborative Retrieval for Large Language Model-based Conversational Recommender Systems Yaochen Zhu Chao Wan Harald Steck Dawen Liang Yesu Feng Nathan Kallus Jundong Li RALM 73 0 0 21 Feb 2025
USPilot: An Embodied Robotic Assistant Ultrasound System with Large Language Model Enhanced Graph Planner Mingcong Chen Siqi Fan Guanglin Cao Hongbin Liu 50 0 0 18 Feb 2025
Unleashing the Power of Large Language Model for Denoising Recommendation Shuyao Wang Zhi Zheng Yongduo Sui Hui Xiong 98 0 0 13 Feb 2025
Boosting Knowledge Graph-based Recommendations through Confidence-Aware Augmentation with Large Language Models Rui Cai Chao Wang Qianyi Cai Dazhong Shen Hui Xiong RALM 77 0 0 06 Feb 2025
360Brew: A Decoder-only Foundation Model for Personalized Ranking and Recommendation Hamed Firooz Maziar Sanjabi Adrian Englhardt Aman Gupta Ben Levine ... Xiaoling Zhai Ya Xu Yu Wang Yun Dai Yun Dai ALM 39 2 0 27 Jan 2025
A Contrastive Framework with User, Item and Review Alignment for Recommendation Hoang V. Dong Yuan Fang Hady W. Lauw 35 2 0 21 Jan 2025
Enhancing User Intent for Recommendation Systems via Large Language Models Xiaochuan Xu Zeqiu Xu Peiyang Yu Jiani Wang 36 6 0 18 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
Context-Aware Deep Learning for Multi Modal Depression Detection Genevieve Lam Huang Dongyan Weisi Lin 19 0 0 26 Dec 2024
Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization Guanghan Li Xun Zhang Yufei Zhang Yifan Yin Guojun Yin Wei Lin 56 1 0 18 Dec 2024
Large Language Model Enhanced Recommender Systems: A Survey Q. Liu Xiangyu Zhao Yuhao Wang Y. Wang Zijian Zhang ... Maolin Wang Pengyue Jia Chong Chen Wei Huang Feng Tian OffRL 76 1 0 18 Dec 2024
LLM-based Bi-level Multi-interest Learning Framework for Sequential Recommendation Shutong Qiao Chen Gao Wei Yuan Yong Li Hongzhi Yin 35 2 0 14 Nov 2024
Mobility-LLM: Learning Visiting Intentions and Travel Preferences from Human Mobility Data with Large Language Models Letian Gong Yan Lin Xinyue Zhang Yiwen Lu Xuedi Han Yichen Liu S. Guo Youfang Lin Huaiyu Wan 28 4 0 29 Oct 2024
End-to-end Training for Recommendation with Language-based User Profiles Zhaolin Gao Joyce Zhou Yijia Dai Thorsten Joachims AI4Ed 42 3 0 24 Oct 2024
A Dual-Fusion Cognitive Diagnosis Framework for Open Student Learning Environments Yuanhao Liu Shuo Liu Yimeng Liu Jingwen Yang Hong Qian AI4Ed 20 0 0 19 Oct 2024
Preference Diffusion for Recommendation Shuo Liu An Zhang Guoqing Hu Hong Qian Tat-Seng Chua 40 1 0 17 Oct 2024
Comprehending Knowledge Graphs with Large Language Models for Recommender Systems Ziqiang Cui Yunpeng Weng Xing Tang Fuyuan Lyu Dugang Liu Xiuqiang He Chen Ma 41 3 0 16 Oct 2024
Measuring the Inconsistency of Large Language Models in Preferential Ranking Xiutian Zhao Ke Wang Wei Peng 20 4 0 11 Oct 2024
AMPO: Automatic Multi-Branched Prompt Optimization Sheng Yang Yurong Wu Yan Gao Zineng Zhou Bin Benjamin Zhu ... Anbang Hu Yuan Fang Yunsong Li Junyan Chen Linjun Yang LLMAG 24 2 0 11 Oct 2024
Enhancing High-order Interaction Awareness in LLM-based Recommender Model Xinfeng Wang Jin Cui Fumiyo Fukumoto Yoshimi Suzuki 22 3 0 30 Sep 2024
Mitigating Propensity Bias of Large Language Models for Recommender Systems Guixian Zhang Guan Yuan Debo Cheng Lin Liu Jiuyong Li Shichao Zhang 37 2 0 30 Sep 2024
Large Language Model Enhanced Hard Sample Identification for Denoising Recommendation Tianrui Song Wenshuo Chao Hao Liu 16 3 0 16 Sep 2024
LARR: Large Language Model Aided Real-time Scene Recommendation with Semantic Understanding Zhizhong Wan Bin Yin Junjie Xie Fei Jiang Xiang Li Wei Lin 3DV 33 5 0 21 Aug 2024
Harnessing Multimodal Large Language Models for Multimodal Sequential Recommendation Yuyang Ye Zhi Zheng Yishan Shen Tianshu Wang Hengruo Zhang Peijun Zhu Runlong Yu Kai Zhang Hui Xiong 30 7 0 19 Aug 2024
EasyRec: Simple yet Effective Language Models for Recommendation Xubin Ren Chao Huang SyDa 15 4 0 16 Aug 2024
Computation-friendly Graph Neural Network Design by Accumulating Knowledge on Large Language Models Jialiang Wang Shimin Di Hanmo Liu Zhili Wang Jiachuan Wang Lei Chen Xiaofang Zhou 26 0 0 13 Aug 2024
Efficiency Unleashed: Inference Acceleration for LLM-based Recommender Systems with Speculative Decoding Yunjia Xi Hangyu Wang Bo Chen Jianghao Lin Menghui Zhu W. Liu Ruiming Tang Zhewei Wei W. Zhang Yong Yu OffRL 78 4 0 11 Aug 2024
Backdoor Graph Condensation Jiahao Wu Ning Lu Zeiyu Dai Kun Wang Wenqi Fan Shengcai Liu Qing Li Ke Tang AAML DD 58 5 0 03 Jul 2024