Title
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 39 10 0 06 Mar 2024
A Survey of Route Recommendations: Methods, Applications, and Opportunities Shi-sheng Zhang Zhipeng Luo Li Yang Fei Teng Tian-Jie Li AI4TS HAI 23 11 0 01 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 51 17 0 28 Feb 2024
GCOF: Self-iterative Text Generation for Copywriting Using Large Language Model Jianghui Zhou Ya Gao Jie Liu Xuemin Zhao Zhaohua Yang Yue Wu Lirong Shi 51 0 0 21 Feb 2024
Stealthy Attack on Large Language Model based Recommendation Jinghao Zhang Yuting Liu Qiang Liu Shu Wu Guibing Guo Liang Wang 35 13 0 18 Feb 2024
LLM-Enhanced User-Item Interactions: Leveraging Edge Information for Optimized Recommendations Xinyuan Wang Liang Wu Liangjie Hong Hao Liu Yanjie Fu 38 19 0 14 Feb 2024
The RL/LLM Taxonomy Tree: Reviewing Synergies Between Reinforcement Learning and Large Language Models M. Pternea Prerna Singh Abir Chakraborty Y. Oruganti M. Milletarí Sayli Bapat Kebei Jiang OffRL 33 7 0 02 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 75 4 0 02 Feb 2024
PAP-REC: Personalized Automatic Prompt for Recommendation Language Model Zelong Li Jianchao Ji Yingqiang Ge Wenyue Hua Yongfeng Zhang 19 5 0 01 Feb 2024
Parameter-Efficient Conversational Recommender System as a Language Processing Task Mathieu Ravaut Hao Zhang Lu Xu Aixin Sun Yong-jin Liu 40 11 0 25 Jan 2024
Enhancing Recommendation Diversity by Re-ranking with Large Language Models Diego Carraro Derek Bridge LRM ALM 50 15 0 21 Jan 2024
LLMRS: Unlocking Potentials of LLM-Based Recommender Systems for Software Purchase Angela John Theophilus Aidoo Hamayoon Behmanush Irem B. Gunduz Hewan Shrestha M. R. Rahman Wolfgang Maass 49 2 0 12 Jan 2024
Adapting Large Language Models for Education: Foundational Capabilities, Potentials, and Challenges Qingyao Li Lingyue Fu Weiming Zhang Xianyu Chen Jingwei Yu Wei Xia Weinan Zhang Ruiming Tang Yong Yu AI4Ed ELM 46 18 0 27 Dec 2023
User Modeling in the Era of Large Language Models: Current Research and Future Directions Zhaoxuan Tan Meng Jiang 35 8 0 11 Dec 2023
E4SRec: An Elegant Effective Efficient Extensible Solution of Large Language Models for Sequential Recommendation Xinhang Li Chong Chen Xiangyu Zhao Yong Zhang Chunxiao Xing 92 43 0 05 Dec 2023
A Survey on Large Language Models for Personalized and Explainable Recommendations Junyi Chen LRM 138 12 0 21 Nov 2023
Modeling User Viewing Flow Using Large Language Models for Article Recommendation Zhenghao Liu Zulong Chen Moufeng Zhang Shaoyang Duan Hong Wen Liangyue Li Nan Li Yu Gu Ge Yu 28 6 0 12 Nov 2023
LightLM: A Lightweight Deep and Narrow Language Model for Generative Recommendation Kai Mei Yongfeng Zhang VLM 105 11 0 26 Oct 2023
Multiple Key-value Strategy in Recommendation Systems Incorporating Large Language Model Dui Wang Xiangyu Hou Xiaohui Yang Bo Zhang Renbing Chen Daiyue Xue KELM 19 3 0 25 Oct 2023
LlamaRec: Two-Stage Recommendation using Large Language Models for Ranking Zhenrui Yue Sara Rabhi Gabriel de Souza P. Moreira Dong Wang Even Oldridge LRM 48 36 0 25 Oct 2023
Representation Learning with Large Language Models for Recommendation Xubin Ren Wei Wei Lianghao Xia Lixin Su Suqi Cheng Junfeng Wang Dawei Yin Chao Huang 47 156 0 24 Oct 2023
Conversational Recommender System and Large Language Model Are Made for Each Other in E-commerce Pre-sales Dialogue Yuanxing Liu Wei-Nan Zhang Yifan Chen Yuchi Zhang Haopeng Bai Fan Feng Hengbin Cui Yongbin Li Wanxiang Che 36 20 0 23 Oct 2023
ClickPrompt: CTR Models are Strong Prompt Generators for Adapting Language Models to CTR Prediction Jianghao Lin Bo Chen Hangyu Wang Yunjia Xi Yanru Qu Xinyi Dai Kangning Zhang Ruiming Tang Yong Yu Weinan Zhang 60 32 0 13 Oct 2023
AgentCF: Collaborative Learning with Autonomous Language Agents for Recommender Systems Junjie Zhang Yupeng Hou Ruobing Xie Wenqi Sun Julian McAuley Wayne Xin Zhao Leyu Lin Ji-Rong Wen LLMAG 22 69 0 13 Oct 2023
Ten Challenges in Industrial Recommender Systems Zhenhua Dong Jieming Zhu Weiwen Liu Ruiming Tang 12 2 0 07 Oct 2023
Reformulating Sequential Recommendation: Learning Dynamic User Interest with Content-enriched Language Modeling Junzhe Jiang Shang Qu Mingyue Cheng Qi Liu Zhiding Liu ... Rujiao Zhang Kai Zhang Rui Li Jiatong Li Min Gao KELM 35 8 0 19 Sep 2023
CodeApex: A Bilingual Programming Evaluation Benchmark for Large Language Models Lingyue Fu Huacan Chai Shuang Luo Kounianhua Du Weiming Zhang ... Jingkuan Wang Siyuan Qi Kangning Zhang Weinan Zhang Yong Yu ELM 26 9 0 05 Sep 2023
Large Language Models for Generative Recommendation: A Survey and Visionary Discussions Lei Li Yongfeng Zhang Dugang Liu L. Chen 3DV LRM 32 71 0 03 Sep 2023
Zero-Shot Recommendations with Pre-Trained Large Language Models for Multimodal Nudging Rachel M. Harrison Anton Dereventsov A. Bibin 20 9 0 02 Sep 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 44 86 0 28 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 48 83 0 22 Aug 2023
The Costly Dilemma: Generalization, Evaluation and Cost-Optimal Deployment of Large Language Models Abi Aryan Aakash Kumar Nain Andrew McMahon Lucas Augusto Meyer Harpreet Sahota 27 6 0 15 Aug 2023
MAP: A Model-agnostic Pretraining Framework for Click-through Rate Prediction Jianghao Lin Yanru Qu Wei Guo Xinyi Dai Ruiming Tang Yong Yu Weinan Zhang 30 21 0 03 Aug 2023
When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities Jin Chen Zheng Liu Xunpeng Huang Chenwang Wu Qi Liu ... Yuxuan Lei Xiaolong Chen Xingmei Wang Defu Lian Enhong Chen ALM 35 112 0 31 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 63 311 0 05 Jul 2023
Could Small Language Models Serve as Recommenders? Towards Data-centric Cold-start Recommendations Xuansheng Wu Huachi Zhou Yucheng Shi Wenlin Yao Xiao Shi Huang Ninghao Liu LRM 40 8 0 29 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 53 359 0 31 May 2023
UP5: Unbiased Foundation Model for Fairness-aware Recommendation Wenyue Hua Yingqiang Ge Shuyuan Xu Jianchao Ji Yongfeng Zhang 31 51 0 20 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 37 203 0 11 May 2023
ONCE: Boosting Content-based Recommendation with Both Open- and Closed-source Large Language Models Qijiong Liu Nuo Chen Tetsuya Sakai Xiao-Ming Wu 39 51 0 11 May 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 132 267 0 25 Mar 2023
Large Language Model Is Not a Good Few-shot Information Extractor, but a Good Reranker for Hard Samples! Yubo Ma Yixin Cao YongChing Hong Aixin Sun RALM 80 143 0 15 Mar 2023
Learning Vector-Quantized Item Representation for Transferable Sequential Recommenders Yupeng Hou Zhankui He Julian McAuley Wayne Xin Zhao 68 125 0 22 Oct 2022
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng Zhang Yuxiao Dong Jie Tang BDL LRM 275 1,077 0 05 Oct 2022
TwHIN-BERT: A Socially-Enriched Pre-trained Language Model for Multilingual Tweet Representations at Twitter Xinyang Zhang Yury Malkov Omar U. Florez Serim Park Brian McWilliams Jiawei Han Ahmed El-Kishky VLM 61 91 0 15 Sep 2022
PTab: Using the Pre-trained Language Model for Modeling Tabular Data Guangyi Liu Jie Yang Ledell Yu Wu LMTD 65 35 0 15 Sep 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 384 12,150 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 447 8,699 0 28 Jan 2022
P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks Xiao Liu Kaixuan Ji Yicheng Fu Weng Lam Tam Zhengxiao Du Zhilin Yang Jie Tang VLM 238 816 0 14 Oct 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 283 3,879 0 18 Apr 2021