Title
M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Qianru Zhang Liang Qu Honggang Wen Dong Huang S. Yiu Nguyen Quoc Viet Hung Hongzhi Yin Mamba 21 0 0 07 May 2025
Attention Mechanisms Perspective: Exploring LLM Processing of Graph-Structured Data Zhong Guan Likang Wu Hongke Zhao Ming He Jianpin Fan GNN 25 0 0 04 May 2025
Preserving Privacy and Utility in LLM-Based Product Recommendations Tina Khezresmaeilzadeh Jiang Zhang Dimitrios Andreadis Konstantinos Psounis 30 0 0 02 May 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 14 0 0 25 Apr 2025
From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Rohan Surana Junda Wu Zhouhang Xie Yu Xia Harald Steck Dawen Liang Nathan Kallus Julian McAuley 17 0 0 21 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 34 0 0 14 Apr 2025
Slow Thinking for Sequential Recommendation Junjie Zhang Beichen Zhang Wenqi Sun Hongyu Lu Wayne Xin Zhao Yu Chen Ji-Rong Wen OffRL LRM 23 0 0 13 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 23 0 0 07 Apr 2025
A Survey of WebAgents: Towards Next-Generation AI Agents for Web Automation with Large Foundation Models Liangbo Ning Ziran Liang Zhuohang Jiang Haohao Qu Yujuan Ding ... Xiao Wei Shanru Lin Hui Liu Philip S. Yu Qing Li LLMAG LM&Ro 73 5 0 30 Mar 2025
LLMSeR: Enhancing Sequential Recommendation via LLM-based Data Augmentation Yuqi Sun Q. Liu Haiping Zhu Feng Tian 51 0 0 16 Mar 2025
Process-Supervised LLM Recommenders via Flow-guided Tuning Chongming Gao Mengyao Gao Chenxiao Fan Shuai Yuan Wentao Shi Xiangnan He 68 2 0 10 Mar 2025
Uncovering Cross-Domain Recommendation Ability of Large Language Models Xinyi Liu Ruijie Wang Dachun Sun Dilek Hakkani-Tur Tarek F. Abdelzaher 41 0 0 10 Mar 2025
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval Yu Zhang Shutong Qiao Jiaqi Zhang Tzu-Heng Lin Chen Gao Y. Li LM&Ro LM&MA 71 0 0 07 Mar 2025
NutriGen: Personalized Meal Plan Generator Leveraging Large Language Models to Enhance Dietary and Nutritional Adherence Saman Khamesian Asiful Arefeen Stephanie M. Carpenter Hassan Ghasemzadeh 53 0 0 28 Feb 2025
UQABench: Evaluating User Embedding for Prompting LLMs in Personalized Question Answering L. Liu Shilei Liu Yujin Yuan Y. Zhang Bencheng Yan ... Di Wang Wenbo Su Pengjie Wang Jian Xu Bo Zheng 40 1 0 26 Feb 2025
Diffusion Models in Recommendation Systems: A Survey Ting-Ruen Wei Yi Fang 75 2 0 20 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 74 0 0 06 Feb 2025
$FuXi-$\alpha$: Scaling Recommendation Model with Feature Interaction Enhanced Transformer$ FuXi- $\alpha$ : Scaling Recommendation Model with Feature Interaction Enhanced Transformer Yufei Ye Wei Guo Jin Yao Chin Hao Wang Hong Zhu ... Yuyang Ye Y. Liu Ruiming Tang Defu Lian Enhong Chen 81 2 0 05 Feb 2025
Large Language Model Distilling Medication Recommendation Model Qidong Liu Xian Wu Xiangyu Zhao Yuanshao Zhu Zijian Zhang Feng Tian Yefeng Zheng LM&MA 77 13 0 28 Jan 2025
Revisiting Language Models in Neural News Recommender Systems Yuyue Zhao Jin Huang David Vos Maarten de Rijke KELM 45 0 0 20 Jan 2025
RLPF: Reinforcement Learning from Prediction Feedback for User Summarization with LLMs Jiaxing Wu Lin Ning Luyang Liu Harrison Lee Neo Wu Chao Wang Sushant Prakash S. O’Banion Bradley Green Jun Xie 58 1 0 20 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 66 19 0 17 Jan 2025
Leveraging Memory Retrieval to Enhance LLM-based Generative Recommendation Chengbing Wang Y. Zhang Fengbin Zhu Jizhi Zhang Tianhao Shi Fuli Feng RALM 24 0 0 23 Dec 2024
Multi-granularity Interest Retrieval and Refinement Network for Long-Term User Behavior Modeling in CTR Prediction Xiang Xu Hao Wang Wei Guo L. Zhang Wanshan Yang R. Yu Y. Liu Defu Lian Enhong Chen 31 5 0 22 Nov 2024
Human-inspired Perspectives: A Survey on AI Long-term Memory Zihong He Weizhe Lin Hao Zheng Fan Zhang Matt Jones Laurence Aitchison X. Xu Miao Liu Per Ola Kristensson Junxiao Shen 57 2 0 01 Nov 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 39 3 0 16 Oct 2024
Let's Ask GNN: Empowering Large Language Model for Graph In-Context Learning Zhengyu Hu Yichuan Li Zhengyu Chen J. Wang Han Liu Kyumin Lee Kaize Ding GNN 77 1 0 09 Oct 2024
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows" Yifei Ming Senthil Purushwalkam Shrey Pandit Zixuan Ke Xuan-Phi Nguyen Caiming Xiong Shafiq R. Joty HILM 105 16 0 30 Sep 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 43 4 0 19 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 25 7 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 W. Liu Ruiming Tang Zhewei Wei W. Zhang Yong Yu OffRL 78 4 0 11 Aug 2024
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 35 28 0 28 Jun 2024
The BiGGen Bench: A Principled Benchmark for Fine-grained Evaluation of Language Models with Language Models Seungone Kim Juyoung Suk Ji Yong Cho Shayne Longpre Chaeeun Kim ... Sean Welleck Graham Neubig Moontae Lee Kyungjae Lee Minjoon Seo ELM ALM LM&MA 78 28 0 09 Jun 2024
Keyword-driven Retrieval-Augmented Large Language Models for Cold-start User Recommendations Hai-Dang Kieu Minh-Duc Nguyen T. Nguyen Dung D. Le RALM LRM 66 2 0 30 May 2024
Automating Customer Needs Analysis: A Comparative Study of Large Language Models in the Travel Industry Simone Barandoni F. Chiarello Lorenzo Cascone Emiliano Marrale Salvatore Puccio 51 5 0 27 Apr 2024
Apollonion: Profile-centric Dialog Agent Shangyu Chen Zibo Zhao Yuanyuan Zhao Xiang Li LLMAG 21 1 0 10 Apr 2024
Can Small Language Models be Good Reasoners for Sequential Recommendation? Yuling Wang Changxin Tian Binbin Hu Yanhua Yu Ziqi Liu Zhiqiang Zhang Jun Zhou Liang Pang Xiao Wang LRM 31 25 0 07 Mar 2024
Prospect Personalized Recommendation on Large Language Model-based Agent Platform Jizhi Zhang Keqin Bao Wenjie Wang Yang Zhang Wentao Shi Wanhong Xu Fuli Feng Tat-Seng Chua LLMAG 29 16 0 28 Feb 2024
User-LLM: Efficient LLM Contextualization with User Embeddings Lin Ning Luyang Liu Jiaxing Wu Neo Wu D. Berlowitz Sushant Prakash Bradley Green S. O’Banion Jun Xie 16 32 0 21 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 46 4 0 02 Feb 2024
Unveiling Bias in Fairness Evaluations of Large Language Models: A Critical Literature Review of Music and Movie Recommendation Systems Chandan Kumar Sah Xiaoli Lian Muhammad Mirajul Islam 16 7 0 08 Jan 2024
E4SRec: An Elegant Effective Efficient Extensible Solution of Large Language Models for Sequential Recommendation Xinhang Li Chong Chen Xiangyu Zhao Yong Zhang Chunxiao Xing 75 20 0 05 Dec 2023
Prompt Cache: Modular Attention Reuse for Low-Latency Inference In Gim Guojun Chen Seung-seob Lee Nikhil Sarda Anurag Khandelwal Lin Zhong 13 71 0 07 Nov 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 38 36 0 25 Oct 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 61 307 0 05 Jul 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
Learning Vector-Quantized Item Representation for Transferable Sequential Recommenders Yupeng Hou Zhankui He Julian McAuley Wayne Xin Zhao 54 122 0 22 Oct 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 301 11,730 0 04 Mar 2022
Towards Continual Knowledge Learning of Language Models Joel Jang Seonghyeon Ye Sohee Yang Joongbo Shin Janghoon Han Gyeonghun Kim Stanley Jungkyu Choi Minjoon Seo CLL KELM 216 122 0 07 Oct 2021