Title
Examining the Role of LLM-Driven Interactions on Attention and Cognitive Engagement in Virtual Classrooms Suleyman Ozdel Can Sarpkaya Efe Bozkir Hong Gao Enkelejda Kasneci 34 0 0 12 May 2025
Prompt-Based LLMs for Position Bias-Aware Reranking in Personalized Recommendations Md Aminul Islam Ahmed Sayeed Faruk 51 0 0 08 May 2025
M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation Qianru Zhang Liang Qu Honggang Wen Dong Huang Siu-Ming Yiu Nguyen Quoc Viet Hung Hongzhi Yin Mamba 32 0 0 07 May 2025
Safeguard-by-Development: A Privacy-Enhanced Development Paradigm for Multi-Agent Collaboration Systems Jian Cui Zichuan Li Luyi Xing Xiaojing Liao 26 0 0 07 May 2025
Advancing and Benchmarking Personalized Tool Invocation for LLMs X. Huang Yuefeng Huang Wei Liu Xingshan Zeng Yijiao Wang Ruiming Tang Hong Xie Defu Lian 55 0 0 07 May 2025
Avoid Recommending Out-of-Domain Items: Constrained Generative Recommendation with LLMs Hao Liao Wensheng Lu Jianxun Lian Mingqi Wu Shuo Wang Yuyao Zhang Yitian Huang Mingyang Zhou Xing Xie 17 0 0 06 May 2025
Attention Mechanisms Perspective: Exploring LLM Processing of Graph-Structured Data Zhong Guan Likang Wu Hongke Zhao Ming He Jianpin Fan GNN 37 0 0 04 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 29 0 0 03 May 2025
Preserving Privacy and Utility in LLM-Based Product Recommendations Tina Khezresmaeilzadeh Jiang Zhang Dimitrios Andreadis Konstantinos Psounis 37 0 0 02 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 47 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 X. Li Wei Huang Feng Tian AI4TS 26 0 0 25 Apr 2025
Does Knowledge Distillation Matter for Large Language Model based Bundle Generation? Kaidong Feng Zhu Sun Jie Yang Hui Fang Xinghua Qu Wei Liu 48 0 0 24 Apr 2025
Killing Two Birds with One Stone: Unifying Retrieval and Ranking with a Single Generative Recommendation Model Lefei Zhang Kenan Song Yi Quan Lee Wei Guo Hao Wang Yawen Li Huifeng Guo Yong-Jin Liu Defu Lian Enhong Chen 24 0 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
Comprehensive List Generation for Multi-Generator Reranking Hailan Yang Zhenyu Qi Shuchang Liu Xiaoyu Yang Xiaobei Wang Xiang Li Lantao Hu Yiming Li Kun Gai OffRL 32 0 0 22 Apr 2025
In-context Ranking Preference Optimization Junda Wu Rohan Surana Zhouhang Xie Yiran Shen Yu Xia Tong Yu Ryan Rossi Prithviraj Ammanabrolu Julian McAuley 40 0 0 21 Apr 2025
The 1st EReL@MIR Workshop on Efficient Representation Learning for Multimodal Information Retrieval Junchen Fu Xuri Ge Xin Xin Haitao Yu Yue Feng Alexandros Karatzoglou Ioannis Arapakis Joemon M. Jose OffRL 24 3 0 21 Apr 2025
Stay Hungry, Stay Foolish: On the Extended Reading Articles Generation with LLMs Yow-Fu Liou Yu-Chien Tang An-Zi Yen AI4Ed 38 0 0 21 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 33 0 0 21 Apr 2025
Enhancing the Geometric Problem-Solving Ability of Multimodal LLMs via Symbolic-Neural Integration Yicheng Pan Zhenrong Zhang Pengfei Hu Jiefeng Ma Jun Du Jianshu Zhang Quan Liu J. Gao Feng Ma LRM 38 0 0 17 Apr 2025
Rethinking LLM-Based Recommendations: A Query Generation-Based, Training-Free Approach Donghee Han Hwanjun Song Mun Yi LRM 28 0 0 16 Apr 2025
Exploring Backdoor Attack and Defense for LLM-empowered Recommendations Liangbo Ning Wenqi Fan Qing Li AAML SILM 50 0 0 15 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 164 0 0 14 Apr 2025
Enhancing LLM-based Recommendation through Semantic-Aligned Collaborative Knowledge Zihan Wang Jinghao Lin Xiaocui Yang Yongkang Liu Shi Feng Daling Wang Wenjie Qu 26 0 0 14 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 38 0 0 13 Apr 2025
Slow Thinking for Sequential Recommendation Junjie Zhang Beichen Zhang Wenqi Sun Hongyu Lu Wayne Xin Zhao Yu Chen Zhicheng Dou OffRL LRM 39 0 0 13 Apr 2025
Examining GPT's Capability to Generate and Map Course Concepts and Their Relationship Tianyuan Yang Ren Baofeng Chenghao Gu Tianjia He Boxuan Ma Shiníchi Konomi 31 0 0 11 Apr 2025
How Good Are Large Language Models for Course Recommendation in MOOCs? Boxuan Ma Md Akib Zabed Khan Tianyuan Yang Agoritsa Polyzou Shiníchi Konomi AI4Ed 54 0 0 11 Apr 2025
A Novel Mamba-based Sequential Recommendation Method Jun Yuan Mamba 174 0 0 10 Apr 2025
A Survey on Personalized and Pluralistic Preference Alignment in Large Language Models Zhouhang Xie Junda Wu Yiran Shen Yu Xia Xintong Li ... Sachin Kumar Bodhisattwa Prasad Majumder Jingbo Shang Prithviraj Ammanabrolu Julian McAuley 42 0 0 09 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 Generation with Collaborative Filtering for Personalized Text Generation Teng Shi Jun Xu Xiao Zhang Xiaoxue Zang Kai Zheng Yang Song Han Li RALM 3DV 38 0 0 08 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 28 0 0 07 Apr 2025
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 31 0 0 07 Apr 2025
MSL: Not All Tokens Are What You Need for Tuning LLM as a Recommender Bohao Wang Feng Liu Jiawei Chen Xingyu Lou Changwang Zhang Jun Wang Yuegang Sun Yan Feng Chong Chen C. Wang 32 0 0 05 Apr 2025
Cognitive Debiasing Large Language Models for Decision-Making Yougang Lyu Shijie Ren Yue Feng Zihan Wang Z. Chen Z. Z. Ren Maarten de Rijke 41 0 0 05 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 91 6 0 30 Mar 2025
RALLRec+: Retrieval Augmented Large Language Model Recommendation with Reasoning Sichun Luo Jian Xu Xinsong Zhang Linrong Wang Sicong Liu Hanxu Hou Linqi Song RALM 3DV LRM 84 0 0 26 Mar 2025
Improving RAG for Personalization with Author Features and Contrastive Examples Mert Yazan Suzan Verberne F. Situmeang 43 1 0 24 Mar 2025
LLMSeR: Enhancing Sequential Recommendation via LLM-based Data Augmentation Yuqi Sun Qiang Liu Haiping Zhu Feng Tian 60 0 0 16 Mar 2025
RankPO: Preference Optimization for Job-Talent Matching Yuyao Zhang Hao Wu Yu Wang Xiaohui Wang 51 0 0 13 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
Uncovering Cross-Domain Recommendation Ability of Large Language Models Xinyi Liu Ruijie Wang Dachun Sun Dilek Hakkani-Tur Tarek F. Abdelzaher 165 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 Yong Li LM&Ro LM&MA 90 1 0 07 Mar 2025
Benchmarking LLMs in Recommendation Tasks: A Comparative Evaluation with Conventional Recommenders Qijiong Liu Jieming Zhu Lu Fan Kun Wang Hengchang Hu Wei Guo Yong Liu Xiao-Ming Wu 48 0 0 07 Mar 2025
Semantic Retrieval Augmented Contrastive Learning for Sequential Recommendation Ziqiang Cui Yunpeng Weng Xing Tang Xiaokun Zhang Dugang Liu ... Peiyang Liu Bowei He Weihong Luo Xiuqiang He Chen Ma AI4TS 92 0 0 06 Mar 2025
Towards Explainable Doctor Recommendation with Large Language Models Ziyang Zeng Dongyuan Li Yuqing Yang LM&MA AI4TS 65 0 0 04 Mar 2025
Personalized Generation In Large Model Era: A Survey Yiyan Xu Jinghao Zhang Alireza Salemi Xinting Hu Luu Anh Tuan Fuli Feng Hamed Zamani Xiangnan He Tat-Seng Chua 3DV 79 2 0 04 Mar 2025
LLMInit: A Free Lunch from Large Language Models for Selective Initialization of Recommendation Weizhi Zhang Liangwei Yang Wooseong Yang Henry Peng Zou Yuqing Liu Ke Xu Sourav Medya Philip S. Yu 67 2 0 03 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 60 0 0 28 Feb 2025