Title
LLM4CD: Leveraging Large Language Models for Open-World Knowledge Augmented Cognitive Diagnosis Weiming Zhang Lingyue Fu Qingyao Li Kounianhua Du Jianghao Lin Jingwei Yu Wei Xia Weinan Zhang Ruiming Tang Yong Yu AI4Ed 4 0 0 14 May 2025
SimAug: Enhancing Recommendation with Pretrained Language Models for Dense and Balanced Data Augmentation Yuying Zhao Xiaodong Yang Huiyuan Chen Xiran Fan Yu-Chiang Frank Wang Y. Cai Tyler Derr 32 0 0 03 May 2025
X-Cross: Dynamic Integration of Language Models for Cross-Domain Sequential Recommendation Guy Hadad Haggai Roitman Yotam Eshel Bracha Shapira Lior Rokach BDL VLM LRM 52 0 0 29 Apr 2025
Bridge the Domains: Large Language Models Enhanced Cross-domain Sequential Recommendation Qidong Liu Xiangyu Zhao Yejing Wang Zijian Zhang Howard Zhong Chong Chen Xiaochen Li Wei Huang Feng Tian AI4TS 29 0 0 25 Apr 2025
A Survey of AI Agent Protocols Yuqing Yang Huacan Chai Yangqiu Song S. Qi Muning Wen ... Gaowei Chang Wen Liu Ying Wen Yong Yu Wentao Zhang LLMAG 72 2 0 23 Apr 2025
A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms Chengkai Huang Hongtao Huang Tong Yu Kaige Xie Junda Wu Shuai Zhang Julian McAuley Dietmar Jannach Lina Yao LRM AI4CE 29 0 0 23 Apr 2025
Stay Hungry, Stay Foolish: On the Extended Reading Articles Generation with LLMs Yow-Fu Liou Yu-Chien Tang An-Zi Yen AI4Ed 40 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 224 0 0 14 Apr 2025
CROSSAN: Towards Efficient and Effective Adaptation of Multiple Multimodal Foundation Models for Sequential Recommendation Junchen Fu Yongxin Ni J. Jose Ioannis Arapakis Kaiwen Zheng You Li Xuri Ge 34 0 0 14 Apr 2025
Slow Thinking for Sequential Recommendation Junjie Zhang Beichen Zhang Wenqi Sun Hongyu Lu Wayne Xin Zhao Yu Chen Zhicheng Dou OffRL LRM 42 0 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 30 17 0 13 Apr 2025
Distilling Transitional Pattern to Large Language Models for Multimodal Session-based Recommendation Jiajie Su Qiyong Zhong Yunshan Ma Weiming Liu Chaochao Chen Xiaolin Zheng Jianwei Yin Tat-Seng Chua 43 0 0 13 Apr 2025
CHIME: A Compressive Framework for Holistic Interest Modeling Yong Bai Rui Xiang Kaiyuan Li Yongxiang Tang Yanhua Cheng Xialong Liu Peng Jiang Kun Gai 29 1 0 09 Apr 2025
Retrieval-Augmented Purifier for Robust LLM-Empowered Recommendation Liangbo Ning Wenqi Fan Qing Li AAML 46 1 0 03 Apr 2025
Rec-R1: Bridging Generative Large Language Models and User-Centric Recommendation Systems via Reinforcement Learning J. Lin Tian Wang Kun Qian LRM 47 3 0 31 Mar 2025
Process-Supervised LLM Recommenders via Flow-guided Tuning Chongming Gao Mengyao Gao Chenxiao Fan Shuai Yuan Wentao Shi Xiangnan He 76 2 0 10 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 44 0 0 02 Mar 2025
EAGER-LLM: Enhancing Large Language Models as Recommenders through Exogenous Behavior-Semantic Integration Minjie Hong Yan Xia Zhendong Wang Jieming Zhu Ye Wang ... Xiaoda Yang Quanyu Dai Zhenhua Dong Zhimeng Zhang Zhou Zhao 60 1 0 21 Feb 2025
Poison-RAG: Adversarial Data Poisoning Attacks on Retrieval-Augmented Generation in Recommender Systems Fatemeh Nazary Yashar Deldjoo Tommaso Di Noia AAML SILM 42 4 0 20 Jan 2025
Revisiting Language Models in Neural News Recommender Systems Yuyue Zhao Jin Huang David Vos Maarten de Rijke KELM 183 0 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 Zhicheng Dou 85 18 0 17 Jan 2025
Large Language Model Enhanced Recommender Systems: A Survey Qiang Liu Xiangyu Zhao Yuhao Wang Yixuan Wang Zijian Zhang ... Maolin Wang Pengyue Jia Chong Chen Wei Huang Feng Tian OffRL 84 0 0 18 Dec 2024
Advancing Large Language Models for Spatiotemporal and Semantic Association Mining of Similar Environmental Events Yuanyuan Tian Wenwen Li Lei Hu Xinyu Chen Michael Brook Michael Brubaker Fan Zhang A. Liljedahl KELM 83 1 0 19 Nov 2024
Token-level Proximal Policy Optimization for Query Generation Yichen Ouyang Lu Wang Fangkai Yang Pu Zhao Chenghua Huang ... Saravan Rajmohan Weiwei Deng Dongmei Zhang Feng Sun Qi Zhang OffRL 214 3 0 01 Nov 2024
Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation Yang Zhang Juntao You Yimeng Bai Jizhi Zhang Keqin Bao Wei Wang Tat-Seng Chua CML 31 2 0 30 Oct 2024
Personalized Recommendation Systems using Multimodal, Autonomous, Multi Agent Systems Param Thakkar Anushka Yadav 38 2 0 22 Oct 2024
Large Language Model-Enhanced Reinforcement Learning for Generic Bus Holding Control Strategies Jiajie Yu Yuhong Wang Wei Ma OffRL 44 1 0 14 Oct 2024
Agentic Information Retrieval Weinan Zhang Junwei Liao Ning Li Kounianhua Du Jianghao Lin AIFin 60 2 0 13 Oct 2024
Towards Scalable Semantic Representation for Recommendation Taolin Zhang Junwei Pan Jize Wang Yaohua Zha Tao Dai ... Xiaoxiang Deng Yuan Wang Ming Yue Jie Jiang Shu-Tao Xia 54 2 0 12 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 Wentao Zhang Yong Yu OffRL 98 4 0 11 Aug 2024
Lifelong Personalized Low-Rank Adaptation of Large Language Models for Recommendation Jiachen Zhu Jianghao Lin Xinyi Dai Bo Chen Rong Shan Jieming Zhu Ruiming Tang Yong Yu Weinan Zhang OffRL 51 3 0 07 Aug 2024
RevGNN: Negative Sampling Enhanced Contrastive Graph Learning for Academic Reviewer Recommendation Weibin Liao Yifan Zhu Yanyan Li Qi Zhang Zhonghong Ou Xuesong Li 28 4 0 30 Jul 2024
SINKT: A Structure-Aware Inductive Knowledge Tracing Model with Large Language Model Lingyue Fu Hao Guan Kounianhua Du Jianghao Lin Wei Xia Weinan Zhang Ruiming Tang Yasheng Wang Yong Yu AI4Ed KELM RALM 42 5 0 01 Jul 2024
On Softmax Direct Preference Optimization for Recommendation Yuxin Chen Junfei Tan An Zhang Zhengyi Yang Leheng Sheng Enzhi Zhang Xiang Wang Tat-Seng Chua 34 23 0 13 Jun 2024
Generative Explore-Exploit: Training-free Optimization of Generative Recommender Systems using LLM Optimizers Lutfi Kerem Senel B. Fetahu Davis Yoshida Zhiyu Zoey Chen Giuseppe Castellucci Nikhita Vedula J. Choi S. Malmasi 35 3 0 07 Jun 2024
Large Language Models Make Sample-Efficient Recommender Systems Jianghao Lin Xinyi Dai Rong Shan Bo Chen Ruiming Tang Yong Yu Weinan Zhang 45 5 0 04 Jun 2024
Privacy in LLM-based Recommendation: Recent Advances and Future Directions Sichun Luo Wei Shao Yuxuan Yao Jian Xu Mingyang Liu ... Maolin Wang Guanzhi Deng Hanxu Hou Xinyi Zhang Linqi Song 36 1 0 03 Jun 2024
Large Language Models Enhanced Sequential Recommendation for Long-tail User and Item Qidong Liu Xian Wu Xiangyu Zhao Yejing Wang Zijian Zhang Feng Tian Yefeng Zheng 43 11 0 31 May 2024
Source Echo Chamber: Exploring the Escalation of Source Bias in User, Data, and Recommender System Feedback Loop Yuqi Zhou Sunhao Dai Liang Pang Gang Wang Zhenhua Dong Jun Xu Jirong Wen 46 8 0 28 May 2024
Learning Structure and Knowledge Aware Representation with Large Language Models for Concept Recommendation Qingyao Li Wei Xia Kounianhua Du Qiji Zhang Weinan Zhang Ruiming Tang Yong Yu AI4Ed 29 5 0 21 May 2024
Recommender Algorithm for Supporting Self-Management of CVD Risk Factors in an Adult Population at Home Tatiana V. Afanasieva P. V. Platov Anastasia I. Medvedeva 31 2 0 20 May 2024
DisCo: Towards Harmonious Disentanglement and Collaboration between Tabular and Semantic Space for Recommendation Kounianhua Du Jizheng Chen Jianghao Lin Yunjia Xi Hangyu Wang Xinyi Dai Bo Chen Ruiming Tang Weinan Zhang 35 7 0 20 May 2024
Knowledge Adaptation from Large Language Model to Recommendation for Practical Industrial Application Jian Jia Yipei Wang Yan Li Honggang Chen Xuehan Bai ... Jian Liang Quan Chen Han Li Peng Jiang Kun Gai KELM 43 8 0 07 May 2024
SEvenLLM: Benchmarking, Eliciting, and Enhancing Abilities of Large Language Models in Cyber Threat Intelligence Hangyuan Ji Jian Yang Linzheng Chai Chaoren Wei Liqun Yang ... Tianzhen Sun Hongcheng Guo Tongliang Li Changyu Ren Zhoujun Li 36 7 0 06 May 2024
CALRec: Contrastive Alignment of Generative LLMs For Sequential Recommendation Yaoyiran Li Xiang Zhai M. Alzantot Keyi Yu Ivan Vulić Anna Korhonen Mohamed Hammad 40 11 0 03 May 2024
Efficient and Responsible Adaptation of Large Language Models for Robust Top-k Recommendations Kirandeep Kaur Chirag Shah 34 4 0 01 May 2024
A Survey on the Memory Mechanism of Large Language Model based Agents Zeyu Zhang Xiaohe Bo Chen Ma Rui Li Xu Chen Quanyu Dai Jieming Zhu Zhenhua Dong Ji-Rong Wen LLMAG KELM 47 109 0 21 Apr 2024
Where to Move Next: Zero-shot Generalization of LLMs for Next POI Recommendation Shanshan Feng Haoming Lyu Caishun Chen Yew-Soon Ong LRM 38 10 0 02 Apr 2024
A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys) Yashar Deldjoo Zhankui He Julian McAuley Anton Korikov Scott Sanner Arnau Ramisa René Vidal M. Sathiamoorthy Atoosa Kasirzadeh Silvia Milano VLM 33 41 0 31 Mar 2024
Can Small Language Models be Good Reasoners for Sequential Recommendation? Yuling Wang Changxin Tian Binbin Hu Yanhua Yu Ziqi Liu Qing Cui Jun Zhou Liang Pang Xiao Wang LRM 48 26 0 07 Mar 2024