Title
Tuning Language Models for Robust Prediction of Diverse User Behaviors Fanjin Meng Jingtao Ding Jiahui Gong Chen Yang Hong Chen Zuojian Wang Haisheng Lu Yong Li 190 1 0 23 May 2025
Slow Thinking for Sequential Recommendation Junjie Zhang Beichen Zhang Wenqi Sun Hongyu Lu Wayne Xin Zhao Yu Chen Ji-Rong Wen OffRL LRM 89 1 0 13 Apr 2025
CheatAgent: Attacking LLM-Empowered Recommender Systems via LLM Agent Liang-bo Ning Shijie Wang Wenqi Fan Qing Li Xin Xu Hao Chen Feiran Huang AAML 105 20 0 13 Apr 2025
Investigating and Mitigating Stereotype-aware Unfairness in LLM-based Recommendations Zihuai Zhao Wenqi Fan Yao Wu Qing Li 123 1 0 05 Apr 2025
Get the Agents Drunk: Memory Perturbations in Autonomous Agent-based Recommender Systems Shiyi Yang Zhibo Hu Chen Wang Tong Yu Xiwei Xu Liming Zhu Lina Yao AAML 91 0 0 31 Mar 2025
RouterEval: A Comprehensive Benchmark for Routing LLMs to Explore Model-level Scaling Up in LLMs Zhongzhan Huang Guoming Ling Vincent S. Liang Yupei Lin Yandong Chen Shanshan Zhong Hefeng Wu LRM 172 7 0 08 Mar 2025
UQABench: Evaluating User Embedding for Prompting LLMs in Personalized Question Answering Liu Liu Shilei Liu Yujin Yuan Yanzhe Zhang Bencheng Yan ... Di Wang Wenbo Su Pengjie Wang Jian Xu Bo Zheng 96 1 0 26 Feb 2025
RankFlow: A Multi-Role Collaborative Reranking Workflow Utilizing Large Language Models Can Jin Hongwu Peng Anxiang Zhang Nuo Chen Jiahui Zhao ... Keqin Li Shuya Feng Kai Zhong Caiwen Ding Dimitris N. Metaxas 183 2 0 02 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 125 20 0 28 Jan 2025
Diffusion Models in Recommendation Systems: A Survey Ting-Ruen Wei Yi Fang 181 2 0 17 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 147 17 0 17 Jan 2025
SSD4Rec: A Structured State Space Duality Model for Efficient Sequential Recommendation Haohao Qu Yifeng Zhang Liangbo Ning Wenqi Fan Qing Li Mamba 161 9 0 17 Jan 2025
Interacting Large Language Model Agents. Interpretable Models and Social Learning Adit Jain Vikram Krishnamurthy LLMAG 88 0 0 02 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 77 3 0 16 Oct 2024
Agentic Information Retrieval Weinan Zhang Junwei Liao Ning Li Kounianhua Du Jianghao Lin AIFin 97 6 0 13 Oct 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 131 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 133 6 0 03 Jul 2024
An Investigation of Prompt Variations for Zero-shot LLM-based Rankers Shuoqi Sun Shengyao Zhuang Shuai Wang Guido Zuccon 102 8 0 20 Jun 2024
APEER: Automatic Prompt Engineering Enhances Large Language Model Reranking Can Jin Hongwu Peng Shiyu Zhao Zhenting Wang Wujiang Xu Ligong Han Jiahui Zhao Kai Zhong Sanguthevar Rajasekaran Dimitris N. Metaxas KELM 95 33 0 20 Jun 2024
Review-based Recommender Systems: A Survey of Approaches, Challenges and Future Perspectives Emrul Hasan Mizanur Rahman Chen Ding Jimmy Xiangji Huang Shaina Raza 63 5 0 09 May 2024
On Generative Agents in Recommendation An Zhang Yuxin Chen Leheng Sheng Xiang Wang Tat-Seng Chua 86 57 0 16 Oct 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 95 0 31 Aug 2023
RecMind: Large Language Model Powered Agent For Recommendation Yancheng Wang Ziyan Jiang Zheng Chen Fan Yang Yingxue Zhou Eunah Cho Xing Fan Xiaojiang Huang Yanbin Lu Yingzhen Yang LLMAG LM&Ro LRM 103 100 0 28 Aug 2023
Large Language Models as Zero-Shot Conversational Recommenders Zhankui He Zhouhang Xie Rahul Jha Harald Steck Dawen Liang Yesu Feng Bodhisattwa Prasad Majumder Nathan Kallus Julian McAuley 93 141 0 19 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 81 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 80 101 0 26 Jul 2023
Amazon-M2: A Multilingual Multi-locale Shopping Session Dataset for Recommendation and Text Generation Wei Jin Haitao Mao Zheng Li Haoming Jiang Cheng-hsin Luo ... Suhang Wang Yizhou Sun Jiliang Tang Bing Yin Xianfeng Tang AI4TS 78 40 0 19 Jul 2023
Certified Robustness for Large Language Models with Self-Denoising Zhen Zhang Guanhua Zhang Bairu Hou Wenqi Fan Qing Li Sijia Liu Yang Zhang Shiyu Chang 82 22 0 14 Jul 2023
Exploring Large Language Model for Graph Data Understanding in Online Job Recommendations Likang Wu Zhaopeng Qiu Zhi Zheng Hengshu Zhu Enhong Chen 48 81 0 10 Jul 2023
Exploring the Potential of Large Language Models (LLMs) in Learning on Graphs Zhikai Chen Haitao Mao Hang Li Wei Jin Haifang Wen ... Shuaiqiang Wang Dawei Yin Wenqi Fan Hui Liu Jiliang Tang AI4CE 107 283 0 07 Jul 2023
Generative Job Recommendations with Large Language Model Zhi Zheng Zhaopeng Qiu Xiao Hu Likang Wu Hengshu Zhu Hui Xiong 33 21 0 05 Jul 2023
GenRec: Large Language Model for Generative Recommendation Jianchao Ji Zelong Li Shuyuan Xu Wenyue Hua Yingqiang Ge Juntao Tan Yongfeng Zhang 47 58 0 02 Jul 2023
When Foundation Model Meets Federated Learning: Motivations, Challenges, and Future Directions Weiming Zhuang Chen Chen Lingjuan Lyu Chong Chen Yaochu Jin Lingjuan Lyu AIFin AI4CE 169 96 0 27 Jun 2023
Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective Jiatong Li Yunqing Liu Wenqi Fan Xiao Wei Hui Liu Jiliang Tang Qing Li 79 94 0 11 Jun 2023
FinGPT: Open-Source Financial Large Language Models Hongyang Yang Xiao-Yang Liu Chris Wang AIFin 59 226 0 09 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 89 211 0 09 Jun 2023
Large Language Model Augmented Narrative Driven Recommendations Sheshera Mysore Andrew McCallum Hamed Zamani 44 52 0 04 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 126 394 0 31 May 2023
Tab-CoT: Zero-shot Tabular Chain of Thought Ziqi Jin Wei Lu ReLM LMTD LRM 46 38 0 28 May 2023
UniTRec: A Unified Text-to-Text Transformer and Joint Contrastive Learning Framework for Text-based Recommendation Zhiming Mao Huimin Wang Yiming Du Kam-Fai Wong 77 26 0 25 May 2023
BookGPT: A General Framework for Book Recommendation Empowered by Large Language Model Aakas Zhiyuli YanFang Chen Xuan Zhang Xun Liang ALM LLMAG 80 32 0 25 May 2023
Large Language Models for User Interest Journeys Konstantina Christakopoulou Alberto Lalama Cj Adams Iris Qu Yifat Amir ... Dina Bseiso Sarah Scodel Lucas Dixon Ed H. Chi Minmin Chen 84 30 0 24 May 2023
HuatuoGPT, towards Taming Language Model to Be a Doctor Hongbo Zhang Junying Chen Feng Jiang Fei Yu Zhihong Chen ... Zhiyi Zhang Qingying Xiao Xiang Wan Benyou Wang Haizhou Li LM&MA AI4MH ELM 81 203 0 24 May 2023
Lawyer LLaMA Technical Report Quzhe Huang Mingxu Tao Chen Zhang Zhenwei An Cong Jiang Zhibin Chen Zirui Wu Yansong Feng ELM ALM AILaw 96 52 0 24 May 2023
Sources of Hallucination by Large Language Models on Inference Tasks Nick McKenna Tianyi Li Liang Cheng Mohammad Javad Hosseini Mark Johnson Mark Steedman LRM HILM 54 195 0 23 May 2023
Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language Models Xiaolei Wang Xinyu Tang Wayne Xin Zhao Jingyuan Wang Ji-Rong Wen ALM 73 53 0 22 May 2023
UP5: Unbiased Foundation Model for Fairness-aware Recommendation Wenyue Hua Yingqiang Ge Shuyuan Xu Jianchao Ji Yongfeng Zhang 59 52 0 20 May 2023
Reasoning Implicit Sentiment with Chain-of-Thought Prompting Hao Fei Bobo Li Qian Liu Lidong Bing Fei Li Tat-Seng Chua ReLM LRM 65 103 0 18 May 2023
Knowledge Graph Completion Models are Few-shot Learners: An Empirical Study of Relation Labeling in E-commerce with LLMs Jiaoayan Chen Luyi Ma Xiaohan Li Nikhil Thakurdesai Jianpeng Xu Jason H. D. Cho Kaushiki Nag Evren Körpeoglu Sushant Kumar Kannan Achan 62 28 0 17 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 65 326 0 15 May 2023