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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 / 50 papers shown

Title
LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Haoran Xin Ying Sun Chao Wang Weijia Zhang Hui Xiong 83 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 196 0 0 26 May 2025
HistLLM: A Unified Framework for LLM-Based Multimodal Recommendation with User History Encoding and Compression Chen Zhang Bo Hu Weidong Chen Zhendong Mao 431 0 0 14 Apr 2025
AdaptRec: A Self-Adaptive Framework for Sequential Recommendations with Large Language Models Tong Zhang 72 0 0 06 Apr 2025
DrunkAgent: Stealthy Memory Corruption in LLM-Powered Recommender Agents Shiyi Yang Zhibo Hu Chen Wang Tong Yu Xiwei Xu Xiwei Xu Liming Zhu Lina Yao AAML 99 0 0 31 Mar 2025
Process-Supervised LLM Recommenders via Flow-guided Tuning Chongming Gao Mengyao Gao Chenxiao Fan Shuai Yuan Wentao Shi Xiangnan He 126 6 0 10 Mar 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 162 17 0 17 Jan 2025
Bridging Conversational and Collaborative Signals for Conversational Recommendation Ahmad Bin Rabiah Nafis Sadeq Julian McAuley 171 0 0 09 Dec 2024
End-to-end Training for Recommendation with Language-based User Profiles Zhaolin Gao Joyce Zhou Yijia Dai Thorsten Joachims AI4Ed 138 4 0 24 Oct 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 82 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 110 10 0 19 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 133 4 0 11 Aug 2024
Qwen2 Technical Report An Yang Baosong Yang Binyuan Hui Jian Xu Bowen Yu ... Yuqiong Liu Zeyu Cui Zhenru Zhang Zhifang Guo Zhi-Wei Fan OSLM VLM MU 175 981 0 15 Jul 2024
Prompt Cache: Modular Attention Reuse for Low-Latency Inference In Gim Guojun Chen Seung-seob Lee Nikhil Sarda Anurag Khandelwal Lin Zhong 84 87 0 07 Nov 2023
Language Modeling Is Compression Grégoire Delétang Anian Ruoss Paul-Ambroise Duquenne Elliot Catt Tim Genewein ... Wenliang Kevin Li Matthew Aitchison Laurent Orseau Marcus Hutter J. Veness AI4CE 107 146 0 19 Sep 2023
NExT-GPT: Any-to-Any Multimodal LLM Shengqiong Wu Hao Fei Leigang Qu Wei Ji Tat-Seng Chua MLLM 101 504 0 11 Sep 2023
Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations Xu Huang Jianxun Lian Yuxuan Lei Jing Yao Defu Lian Xing Xie LLMAG 58 97 0 31 Aug 2023
ReLLa: Retrieval-enhanced Large Language Models for Lifelong Sequential Behavior Comprehension in Recommendation Jianghao Lin Rongjie Shan Chenxu Zhu Kounianhua Du Bo Chen Shigang Quan Ruiming Tang Yong Yu Weinan Zhang LRM 111 93 0 22 Aug 2023
A Large Language Model Enhanced Conversational Recommender System Yue Feng Shuchang Liu Zhenghai Xue Qingpeng Cai Lantao Hu Peng Jiang Kun Gai Fei Sun LRM 84 43 0 11 Aug 2023
Large Language Models are Competitive Near Cold-start Recommenders for Language- and Item-based Preferences Scott Sanner K. Balog Filip Radlinski Benjamin D. Wedin Lucas Dixon 82 102 0 26 Jul 2023
Information Retrieval Meets Large Language Models: A Strategic Report from Chinese IR Community Qingyao Ai Ting Bai Bo Zhao Yi-Ju Chang Jiawei Chen ... Peng Zhang Fan Zhang Wei-na Zhang Hao Fei Xiaofei Zhu 78 62 0 19 Jul 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 138 342 0 05 Jul 2023
Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling Lin F. Yang Hongyang Chen Zhao Li Xiao Ding Xindong Wu KELM 94 91 0 20 Jun 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 135 219 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 128 399 0 31 May 2023
SpeechGPT: Empowering Large Language Models with Intrinsic Cross-Modal Conversational Abilities Dong Zhang Shimin Li Xin Zhang Jun Zhan Pengyu Wang Yaqian Zhou Xipeng Qiu AuLLM MLLM 123 344 0 18 May 2023
Is ChatGPT Fair for Recommendation? Evaluating Fairness in Large Language Model Recommendation Jizhi Zhang Keqin Bao Yang Zhang Wenjie Wang Fuli Feng Xiangnan He LRM ALM 74 166 0 12 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 83 225 0 11 May 2023
Do LLMs Understand User Preferences? Evaluating LLMs On User Rating Prediction Wang-Cheng Kang Jianmo Ni Nikhil Mehta M. Sathiamoorthy Lichan Hong Ed H. Chi D. Cheng 56 123 0 10 May 2023
MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models Deyao Zhu Jun Chen Xiaoqian Shen Xiang Li Mohamed Elhoseiny VLM MLLM 165 2,069 0 20 Apr 2023
Prompt Learning for News Recommendation Zizhuo Zhang Bang-wei Wang AI4TS 63 66 0 11 Apr 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 167 294 0 25 Mar 2023
Larger language models do in-context learning differently Jerry W. Wei Jason W. Wei Yi Tay Dustin Tran Albert Webson ... Xinyun Chen Hanxiao Liu Da Huang Denny Zhou Tengyu Ma ReLM LRM 104 374 0 07 Mar 2023
PaLM-E: An Embodied Multimodal Language Model Danny Driess F. Xia Mehdi S. M. Sajjadi Corey Lynch Aakanksha Chowdhery ... Marc Toussaint Klaus Greff Andy Zeng Igor Mordatch Peter R. Florence LM&Ro 120 1,667 0 06 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.5K 13,437 0 27 Feb 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 429 4,642 0 30 Jan 2023
Large Language Models Encode Clinical Knowledge K. Singhal Shekoofeh Azizi T. Tu S. S. Mahdavi Jason W. Wei ... A. Rajkomar Joelle Barral Christopher Semturs Alan Karthikesalingam Vivek Natarajan LM&MA ELM AI4MH 158 2,362 0 26 Dec 2022
ProgPrompt: Generating Situated Robot Task Plans using Large Language Models Ishika Singh Valts Blukis Arsalan Mousavian Ankit Goyal Danfei Xu Jonathan Tremblay Dieter Fox Jesse Thomason Animesh Garg LM&Ro LLMAG 175 657 0 22 Sep 2022
Recommendation as Language Processing (RLP): A Unified Pretrain, Personalized Prompt & Predict Paradigm (P5) Shijie Geng Shuchang Liu Zuohui Fu Yingqiang Ge Yongfeng Zhang VLM AI4TS 99 486 0 24 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 886 13,207 0 04 Mar 2022
Concept-Aware Denoising Graph Neural Network for Micro-Video Recommendation Yiyu Liu Qian Liu Yu Tian Changping Wang Yanan Niu Yang Song Chenliang Li 88 53 0 28 Sep 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 490 10,496 0 17 Jun 2021
A Survey on Accuracy-oriented Neural Recommendation: From Collaborative Filtering to Information-rich Recommendation Le Wu Xiangnan He Xiang Wang Kun Zhang Meng Wang HAI 82 296 0 27 Apr 2021
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 880 42,463 0 28 May 2020
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation Xiangnan He Kuan Deng Xiang Wang Yan Li Yongdong Zhang Meng Wang GNN 191 3,685 0 06 Feb 2020
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,229 0 11 Oct 2018
Self-Attentive Sequential Recommendation Wang-Cheng Kang Julian McAuley HAI BDL 181 2,446 0 20 Aug 2018
Deep Interest Network for Click-Through Rate Prediction Guorui Zhou Cheng-Ning Song Xiaoqiang Zhu Xi-Wang Dai Ziru Xu Xiao Ma Yanghui Yan Junqi Jin Han Li Kun Gai 76 1,823 0 21 Jun 2017
Ups and Downs: Modeling the Visual Evolution of Fashion Trends with One-Class Collaborative Filtering Ruining He Julian McAuley 154 2,066 0 04 Feb 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014