Title
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
Measuring What Makes You Unique: Difference-Aware User Modeling for Enhancing LLM Personalization Yilun Qiu Xiaoyan Zhao Yang Zhang Yimeng Bai W. Wang Hong Cheng Fuli Feng Tat-Seng Chua 50 1 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 39 0 0 02 Mar 2025
Conversational Planning for Personal Plans Konstantina Christakopoulou Iris Qu John Canny Andrew Goodridge Cj Adams Minmin Chen Maja Matarić LLMAG LM&Ro 53 0 0 26 Feb 2025
LLMs + Persona-Plug = Personalized LLMs Jiongnan Liu Yutao Zhu Shuting Wang Xiaochi Wei Erxue Min Yu Lu Shuaiqiang Wang Dawei Yin Zhicheng Dou 19 2 0 18 Sep 2024
HYDRA: Model Factorization Framework for Black-Box LLM Personalization Yuchen Zhuang Haotian Sun Yue Yu Rushi Qiang Qifan Wang Chao Zhang Bo Dai AAML 31 14 0 05 Jun 2024
Large Language Models Make Sample-Efficient Recommender Systems Jianghao Lin Xinyi Dai Rong Shan Bo Chen Ruiming Tang Yong Yu Weinan Zhang 35 5 0 04 Jun 2024
Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization Yu-Min Tseng Yu-Chao Huang Teng-Yun Hsiao Yu-Ching Hsu Chao-Wei Huang Jia-Yin Foo Yun-Nung Chen LLMAG 246 63 0 03 Jun 2024
LLMs for User Interest Exploration in Large-scale Recommendation Systems Jianling Wang Haokai Lu Yifan Liu He Ma Yueqi Wang ... Ningren Han Shuchao Bi Lexi Baugher Ed H. Chi Minmin Chen 32 5 0 25 May 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 64 36 0 23 Apr 2024
Data Augmentation using Large Language Models: Data Perspectives, Learning Paradigms and Challenges Bosheng Ding Chengwei Qin Ruochen Zhao Tianze Luo Xinze Li Guizhen Chen Wenhan Xia Junjie Hu A. Luu Shafiq R. Joty 29 18 0 05 Mar 2024
User Modeling in the Era of Large Language Models: Current Research and Future Directions Zhaoxuan Tan Meng-Long Jiang 16 8 0 11 Dec 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 21 79 0 22 Aug 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
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 27 195 0 09 Jun 2023
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 278 3,784 0 18 Apr 2021
Fine-Tuning Language Models from Human Preferences Daniel M. Ziegler Nisan Stiennon Jeff Wu Tom B. Brown Alec Radford Dario Amodei Paul Christiano G. Irving ALM 275 1,561 0 18 Sep 2019