v1v2v3 (latest)

CoLLM: Integrating Collaborative Embeddings into Large Language Models for Recommendation

30 October 2023

Papers citing "CoLLM: Integrating Collaborative Embeddings into Large Language Models for Recommendation"

50 / 52 papers shown

Title
DiscRec: Disentangled Semantic-Collaborative Modeling for Generative Recommendation Chang Liu Yimeng Bai Xiaoyan Zhao Yang Zhang Fuli Feng Wenge Rong 28 0 0 18 Jun 2025
IGD: Token Decisiveness Modeling via Information Gain in LLMs for Personalized Recommendation Zijie Lin Yang Zhang Xiaoyan Zhao Fengbin Zhu Fuli Feng Tat-Seng Chua 13 0 0 16 Jun 2025
GRAM: Generative Recommendation via Semantic-aware Multi-granular Late Fusion Sunkyung Lee Minjin Choi Eunseong Choi Hye-young Kim Jongwuk Lee VLM 52 0 0 02 Jun 2025
Resolving Knowledge Conflicts in Domain-specific Data Selection: A Case Study on Medical Instruction-tuning Qihuang Zhong Liang Ding Fei Liao Juhua Liu Bo Du Dacheng Tao 31 0 0 28 May 2025
Fine-grained List-wise Alignment for Generative Medication Recommendation Chenxiao Fan Chongming Gao Wentao Shi Yaxin Gong Zihao Zhao Fuli Feng LM&MA 52 0 0 26 May 2025
Hierarchical Tree Search-based User Lifelong Behavior Modeling on Large Language Model Yu Xia Rui Zhong Hao Gu Wei Yang Chi Lu Peng Jiang Kun Gai 212 0 0 26 May 2025
LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Haoran Xin Ying Sun Chao Wang Weijia Zhang Hui Xiong 98 0 0 26 May 2025
ThinkRec: Thinking-based recommendation via LLM Qihang Yu Kairui Fu Shengyu Zhang Zheqi Lv Fan Wu Fei Wu LRM 38 0 0 21 May 2025
Geography-Aware Large Language Models for Next POI Recommendation Zhao Liu Wei Liu Huajie Zhu Jianxing Yu Jian Yin Wang-Chien Lee Shun Wang 52 0 0 18 May 2025
Generative Recommendation with Continuous-Token Diffusion Haohao Qu Wenqi Fan Shanru Lin DiffM 181 1 0 16 Apr 2025
Enhancing LLM-based Recommendation through Semantic-Aligned Collaborative Knowledge Zihan Wang Jinghao Lin Xiaocui Yang Yongkang Liu Shi Feng Daling Wang Yanzhe Zhang 55 0 0 14 Apr 2025
HistLLM: A Unified Framework for LLM-Based Multimodal Recommendation with User History Encoding and Compression Chen Zhang Bo Hu Weidong Chen Zhendong Mao 450 0 0 14 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 76 0 0 07 Apr 2025
AdaptRec: A Self-Adaptive Framework for Sequential Recommendations with Large Language Models Tong Zhang 85 0 0 06 Apr 2025
DrunkAgent: Stealthy Memory Corruption in LLM-Powered Recommender Agents Shiyi Yang Zhibo Hu Xinshu Li Chen Wang Tong Yu Xiwei Xu Liming Zhu Lina Yao AAML 103 0 0 31 Mar 2025
Towards Next-Generation Recommender Systems: A Benchmark for Personalized Recommendation Assistant with LLMs J. Huang Shijie Wang Liang-bo Ning Wenqi Fan Shuaiqiang Wang Dawei Yin Qing Li 122 2 0 12 Mar 2025
Process-Supervised LLM Recommenders via Flow-guided Tuning Chongming Gao Mengyao Gao Chenxiao Fan Shuai Yuan Wentao Shi Xiangnan He 130 7 0 10 Mar 2025
Image is All You Need: Towards Efficient and Effective Large Language Model-Based Recommender Systems Kibum Kim Sein Kim Hongseok Kang Jiwan Kim Heewoong Noh Yeonjun In Kanghoon Yoon Jinoh Oh Chanyoung Park 105 0 0 08 Mar 2025
Measuring What Makes You Unique: Difference-Aware User Modeling for Enhancing LLM Personalization Yilun Qiu Xiaoyan Zhao Yang Zhang Yimeng Bai Wenjie Wang Hong Cheng Fuli Feng Tat-Seng Chua 136 3 0 04 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 94 0 0 02 Mar 2025
EAGER-LLM: Enhancing Large Language Models as Recommenders through Exogenous Behavior-Semantic Integration Minjie Hong Yan Xia Ziyi Wang Jieming Zhu Ye Wang ... Xiaoda Yang Quanyu Dai Zhenhua Dong Zhimeng Zhang Zhou Zhao 83 4 0 21 Feb 2025
A Survey on LLM-powered Agents for Recommender Systems Qiyao Peng Hongtao Liu Hua Huang Qing Yang Minglai Shao LLMAG LRM 153 5 0 14 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 183 18 0 17 Jan 2025
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 112 5 0 18 Dec 2024
Towards Action Hijacking of Large Language Model-based Agent Yuyang Zhang Kangjie Chen Xudong Jiang Yuxiang Sun Run Wang Lina Wang Tianwei Zhang LLMAG AAML 178 3 0 14 Dec 2024
Bridging Conversational and Collaborative Signals for Conversational Recommendation Ahmad Bin Rabiah Nafis Sadeq Julian McAuley 186 0 0 09 Dec 2024
Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation Yang Zhang Juntao You Yimeng Bai Jizhi Zhang Keqin Bao Wenjie Wang Tat-Seng Chua CML 65 5 0 30 Oct 2024
End-to-end Training for Recommendation with Language-based User Profiles Zhaolin Gao Joyce Zhou Yijia Dai Thorsten Joachims AI4Ed 153 4 0 24 Oct 2024
CoRA: Collaborative Information Perception by Large Language Model's Weights for Recommendation Yuting Liu Jinghao Zhang Yizhou Dang Yuliang Liang Qiang Liu Guibing Guo Jianzhe Zhao Xingwei Wang 59 3 0 20 Aug 2024
Large Language Model Driven Recommendation Anton Korikov Scott Sanner Yashar Deldjoo Zhankui He Julian McAuley ... René Vidal M. Sathiamoorthy Atoosa Kasrizadeh Silvia Milano Francesco Ricci 116 0 0 20 Aug 2024
Customizing Language Models with Instance-wise LoRA for Sequential Recommendation Xiaoyu Kong Jiancan Wu An Zhang Leheng Sheng Hui Lin Xiang Wang Xiangnan He AI4TS 152 10 0 19 Aug 2024
EasyRec: Simple yet Effective Language Models for Recommendation Xubin Ren Chao Huang SyDa 47 5 0 16 Aug 2024
SC-Rec: Enhancing Generative Retrieval with Self-Consistent Reranking for Sequential Recommendation Tongyoung Kim Soojin Yoon SeongKu Kang Jinyoung Yeo Dongha Lee RALM 76 4 0 16 Aug 2024
Collaborative Cross-modal Fusion with Large Language Model for Recommendation Zhongzhou Liu Hao Zhang Kuicai Dong Yuan Fang 158 6 0 16 Aug 2024
Efficiency Unleashed: Inference Acceleration for LLM-based Recommender Systems with Speculative Decoding Yunjia Xi Hangyu Wang Bo Chen Jianghao Lin Menghui Zhu Wen Liu Ruiming Tang Zhewei Wei Weinan Zhang Yong Yu OffRL 156 4 0 11 Aug 2024
Enhancing Collaborative Semantics of Language Model-Driven Recommendations via Graph-Aware Learning Zhong Guan Likang Wu Hongke Zhao Ming He Jianpin Fan 87 3 0 19 Jun 2024
TokenRec: Learning to Tokenize ID for LLM-based Generative Recommendation Haohao Qu Wenqi Fan Zihuai Zhao Qing Li 88 20 0 15 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 115 35 0 13 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 76 6 0 07 Jun 2024
Item-Language Model for Conversational Recommendation Li Yang Anushya Subbiah Hardik Patel Judith Yue Li Yanwei Song Reza Mirghaderi Vikram Aggarwal Qifan Wang KELM 94 5 0 05 Jun 2024
Towards Incremental Learning in Large Language Models: A Critical Review M. Jovanovic Peter Voss ELM CLL KELM 116 5 0 28 Apr 2024
A Survey of Generative Search and Recommendation in the Era of Large Language Models Chak Tou Leong Xinyu Lin Wenjie Wang Fuli Feng Liang Pang Wenjie Li Liqiang Nie Xiangnan He Tat-Seng Chua 3DV LRM 96 9 0 25 Apr 2024
A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys) Yashar Deldjoo Zhankui He Julian McAuley Anton Korikov Scott Sanner Arnau Ramisa René Vidal M. Sathiamoorthy Atoosa Kasirzadeh Silvia Milano VLM 150 60 0 31 Mar 2024
Towards Graph Foundation Models for Personalization Andreas Damianou Francesco Fabbri Paul Gigioli Marco De Nadai Alice Wang Enrico Palumbo M. Lalmas AI4CE 71 8 0 12 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 90 27 0 11 Mar 2024
Towards Efficient and Effective Unlearning of Large Language Models for Recommendation Hangyu Wang Jianghao Lin Bo Chen Yang Yang Ruiming Tang Weinan Zhang Yong Yu MU 100 11 0 06 Mar 2024
Integrating Large Language Models with Graphical Session-Based Recommendation Naicheng Guo Hongwei Cheng Qianqiao Liang Lin Chen Bing Han 97 5 0 26 Feb 2024
Stealthy Attack on Large Language Model based Recommendation Jinghao Zhang Yuting Liu Qiang Liu Shu Wu Guibing Guo Liang Wang 85 14 0 18 Feb 2024
Exploring the Impact of Large Language Models on Recommender Systems: An Extensive Review A. Vats Vinija Jain Rahul Raja Aman Chadha LRM 99 14 0 11 Feb 2024
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 187 224 0 09 Jun 2023