多模态信息融合

Bridging Collaborative Filtering and Large Language Models with Dynamic Alignment, Multimodal Fusion and Evidence-grounded Explanations

Bo Ma, LuYao Liu, Simon Lau, Chandler Yuan, and XueY Cui, Rosie Zhang

机构 * Department of Software \& Microelectronics, Peking University, Beijing, China ； Economic Law School, China University of Political Science ； Financial Media, Peking University, ChangSha, China 纠错

专题命中 融合架构与评测 ：multimodal fusion(title)

Secure Multi-Modal Data Fusion in Federated Digital Health Systems via MCP

Aueaphum Aueawatthanaphisut

机构 * School of Information, Computer, and Communication Technology（信息、计算机与通信技术学院） ； Sirindhorn International Institute of Technology, Thammasat University（泰国朱拉安吞国际技术学院，泰国 Thammasat 大学） 纠错

专题命中 融合架构与评测 ：multi-modal fusion(abstract)

Comments 6 pages, 8 figures, 7 equations, 1 algorithm

LLM4Rec: Large Language Models for Multimodal Generative Recommendation with Causal Debiasing

Bo Ma, Hang Li, ZeHua Hu, XiaoFan Gui, LuYao Liu, Simon Lau

机构 * Department of Software \& Microelectronics Peking University Beijing, China ； Department of Software \& Microelectronics Peking University Beijing, China hangli\ ； Department of Software \& Microelectronics Peking University Beijing, China zehua\ ； Department of Software \& Microelectronics Peking University Beijing, China xiaofan\ ； Economic Law School China University of Political Science ； Peking University Changsha, China 纠错

专题命中 融合架构与评测 ：multimodal fusion(abstract)

Can LLMs Find Fraudsters? Multi-level LLM Enhanced Graph Fraud Detection

Tairan Huang, Yili Wang, Qiutong Li, Changlong He, Jianliang Gao

机构 * Central South University（中南大学） ； Hongkong University of Science and Technology (Guangzhou)（香港科技大学（广州）） 纠错

专题命中 融合架构与评测 ：multimodal fusion(abstract)

Comments Accepted by ACM MM 2025

scSiameseClu: A Siamese Clustering Framework for Interpreting single-cell RNA Sequencing Data

Ping Xu, Zhiyuan Ning, Pengjiang Li, Wenhao Liu, Pengyang Wang, Jiaxu Cui, Yuanchun Zhou, Pengfei Wang

机构 * Computer Network Information Center, Chinese Academy of Sciences（中国科学院计算机网络信息中心） ； University of Chinese Academy of Sciences（中国科学院大学） ； College of Life Science, Northeast Agricultural University（东北农业大学生命科学学院） ； SKL-IOTSC and Department of CIS, University of Macau（澳门大学SKL-IOTSC和CIS系） ； Jilin University（吉林大学） 纠错

专题命中 融合架构与评测 ：information fusion(abstract)

Handling Heterophily in Recommender Systems with Wavelet Hypergraph Diffusion

Darnbi Sakong, Thanh Tam Nguyen

专题命中 融合架构与评测 ：multi-modal fusion(abstract)

Comments Fixed and extended results