多模态信息融合

MULTIBENCH++: A Unified and Comprehensive Multimodal Fusion Benchmarking Across Specialized Domains

Leyan Xue, Changqing Zhang, Kecheng Xue, Xiaohong Liu, Guangyu Wang, Zongbo Han

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

Motion-Robust Multimodal Fusion of PPG and Accelerometer Signals for Three-Class Heart Rhythm Classification

Yangyang Zhao, Matti Kaisti, Olli Lahdenoja, Tero Koivisto

机构 * Department of Computing, Faculty of Technology, University of Turku（图波大学计算系） 纠错

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

Comments Accepted for publication in the Companion of the 2025 ACM International Joint Conference on Pervasive and Ubiquitous Computing and the 2025 International Symposium on Wearable Computers (UbiComp/ISWC 2025 Companion). 5 pages, 3 figures. Author's accepted manuscript (AAM)

Capsule Network-Based Multimodal Fusion for Mortgage Risk Assessment from Unstructured Data Sources

Mahsa Tavakoli, Rohitash Chandra, Cristian Bravo

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

Structures generated in a multiagent system performing information fusion in peer-to-peer resource-constrained networks

Horacio Paggi, Juan A. Lara, Javier Soriano

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

Journal ref Neural Computing and Applications 32, 16367-16385, 2020

Quantum Information Fusion and Correction with Dempster-Shafer Structure

Qianli Zhou, Hao Luo, Lipeng Pan, Yong Deng, Eloi Bosse

机构 * School of Electronics and Information, Northwestern Polytechnical University（电子信息学院，西北工业大学） ； College of Future Information Technology, Fudan University（未来信息技术学院，复旦大学） ； College of Information Engineering, Northwest A\&F University（信息工程学院，西北农林科技大学） ； Institute of Fundamental and Frontier Science, University of Electronic Science and Technology of China（基础与前沿科学研究院，电子科技大学） ； Department of Image and Information Processing, IMT-Atlantique（图像与信息处理系，IMT-Atlantic） 纠错

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

Shaping Initial State Prevents Modality Competition in Multi-modal Fusion: A Two-stage Scheduling Framework via Fast Partial Information Decomposition

Jiaqi Tang, Yinsong Xu, Yang Liu, Qingchao Chen

机构 * Institute of Medical Technology, Peking University Health Science Center（北京大学人民医院医学技术研究所） ； National Institute of Health Data Science（国家健康数据科学研究院） ； State Key Laboratory of General Artificial Intelligence, Peking University（北京大学通用人工智能国家重点实验室） ； Wangxuan Institute of Computer Technology, Peking University（北京大学王轩计算机技术研究所） 纠错

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

DMLDroid: Deep Multimodal Fusion Framework for Android Malware Detection with Resilience to Code Obfuscation and Adversarial Perturbations

Doan Minh Trung, Tien Duc Anh Hao, Luong Hoang Minh, Nghi Hoang Khoa, Nguyen Tan Cam, Van-Hau Pham, Phan The Duy

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

Information Fusion in Multimodal IoT Systems for physical activity level monitoring

Mohsen Shirali, Zahra Ahmadi, Jose-Luis Bayo-Monton, Zoe Valero-Ramon, Carlos Fernandez-Llatas

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

Multimodal Fusion And Sparse Attention-based Alignment Model for Long Sequential Recommendation

Yongrui Fu, Jian Liu, Tao Li, Zonggang Wu, Shouke Qin, Hanmeng Liu

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

Comments 10 pages

Dynamic Uncertainty-aware Multimodal Fusion for Outdoor Health Monitoring

Zihan Fang, Zheng Lin, Senkang Hu, Yihang Tao, Yiqin Deng, Xianhao Chen, Yuguang Fang

机构 * Hong Kong JC STEM Lab of Smart City and Department of Computer Science, City University of Hong Kong（香港JC STEM实验室及城市大学计算机科学系） 纠错

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

Comments 14 pages, 10 figures

FNBT: Full Negation Belief Transformation for Open-World Information Fusion Based on Dempster-Shafer Theory of Evidence

Meishen He, Wenjun Ma, Jiao Wang, Huijun Yue, Xiaoma Fan

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

NIDA-CLIFGAN: Natural Infrastructure Damage Assessment through Efficient Classification Combining Contrastive Learning, Information Fusion and Generative Adversarial Networks

Jie Wei, Zhigang Zhu, Erik Blasch, Bilal Abdulrahman, Billy Davila, Shuoxin Liu, Jed Magracia, Ling Fang

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

Mammo-Clustering: Context Clustering based Multi-view Tri Level Information Fusion for Lesion Location and Classification in Mammography

Shilong Yang, Chulong Zhang, Xiaokun Liang, Qi Zang, Juan Yu, Liang Zeng, Xiao Luo, Yexuan Xing, Xin Pan, Qi Li, Linlin Shen, Yaoqin Xie

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

Comments 12pages, 7 figures

IDS-Net: A novel framework for few-shot photovoltaic power prediction with interpretable dynamic selection and feature information fusion

Hang Fan, Weican Liu, Zuhan Zhang, Ying Lu, Wencai Run, Dunnan Liu

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

MedAide: Information Fusion and Anatomy of Medical Intents via LLM-based Agent Collaboration

Dingkang Yang, Jinjie Wei, Mingcheng Li, Jiyao Liu, Lihao Liu, Ming Hu, Junjun He, Yakun Ju, Wei Zhou, Yang Liu, Lihua Zhang

机构 * 1 College of Intelligent Robotics ； Advanced Manufacturing, Fudan University \, 2 Multimodal Foundation Research Team, CIT Lab [1mm] 3 Shanghai Artificial Intelligence Laboratory \, 4 Institute of Science ； Technology for Brain-Inspired Intelligence, Fudan University [1mm] 5 School of Computing ； Mathematical Sciences, University of Leicester \, 6 Cardiff University [1mm] 7 Department of Computer Science, The University of Toronto \, 8 Institute of Metaverse \& Intelligent Medicine [1mm] 9 Jilin Provincial Key Laboratory of Intelligence Science ； Engineering [1mm] 10 Engineering Research Center of AI 纠错

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

Comments LLM-based Multi-Agent Collaboration for Medical Applications

Coupled Mamba: Enhanced Multi-modal Fusion with Coupled State Space Model

Wenbing Li, Hang Zhou, Junqing Yu, Zikai Song, Wei Yang

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

Information fusion strategy integrating pre-trained language model and contrastive learning for materials knowledge mining

Yongqian Peng, Zhouran Zhang, Longhui Zhang, Fengyuan Zhao, Yahao Li, Yicong Ye, Shuxin Bai

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

SVA-ICL: Improving LLM-based Software Vulnerability Assessment via In-Context Learning and Information Fusion

Chaoyang Gao, Xiang Chen, Guangbei Zhang

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

Comments Accepted by Information and Software Technology

Multimodal Fusion with Relational Learning for Molecular Property Prediction

Zhengyang Zhou, Yunrui Li, Pengyu Hong, Hao Xu

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

NSF-MAP: Neurosymbolic Multimodal Fusion for Robust and Interpretable Anomaly Prediction in Assembly Pipelines

Chathurangi Shyalika, Renjith Prasad, Fadi El Kalach, Revathy Venkataramanan, Ramtin Zand, Ramy Harik, Amit Sheth

机构 * Artificial Intelligence Institute, University of South Carolina（南卡罗来纳大学人工智能研究所） ； Clemson Composites Center, Clemson University（克莱姆森大学复合材料中心） ； Intelligent Circuits, Architectures and Systems Lab, University of South Carolina（南卡罗来纳大学智能电路、架构和系统实验室） 纠错

专题命中 融合架构与评测 ：multimodal fusion(title)；decision-level fusion(abstract)

Comments 9 pages, 7 figures, 2 tables, IJCAI 2025 (International Joint Conferences on Artificial Intelligence) Special Track on AI4Tech: AI Enabling Critical Technologies

MatMMFuse: Multi-Modal Fusion model for Material Property Prediction

Abhiroop Bhattacharya, Sylvain G. Cloutier

机构 * Department of Electrical Engineering, École de technologie supérieure, Montréal, Canada（电气工程系，超技术学院，蒙特利尔，加拿大） 纠错

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

Comments Presented at AI for Accelerated Materials Design(AI4Mat), ICLR 2025 (https://openreview.net/forum?id=pN4Zg6HBlq#discussion)

LLM-Fusion: A Novel Multimodal Fusion Model for Accelerated Material Discovery

Onur Boyar, Indra Priyadarsini, Seiji Takeda, Lisa Hamada

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

Comments 4 pages, presented at AAAI 2025 Workshop on AI to Accelerating Science and Engineering (AI2ASE)

A Review of BioTree Construction in the Context of Information Fusion: Priors, Methods, Applications and Trends

Zelin Zang, Yongjie Xu, Chenrui Duan, Yue Yuan, Jinlin Wu, Zhen Lei, Stan Z. Li

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

Comments 115 pages, 15 figures

KGIF: Optimizing Relation-Aware Recommendations with Knowledge Graph Information Fusion

Dong Hyun Jeon, Wenbo Sun, Houbing Herbert Song, Dongfang Liu, Velasquez Alvaro, Yixin Chloe Xie, Shuteng Niu

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

Comments Published at IEEE Big Data 2024

Multi-Sources Information Fusion Learning for Multi-Points NLOS Localization

Bohao Wang, Fenghao Zhu, Mengbing Liu, Chongwen Huang, Qianqian Yang, Ahmed Alhammadi, Zhaoyang Zhang, Mérouane Debbah

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

Journal ref 2024 IEEE 99th Vehicular Technology Conference (VTC2024-Spring), Singapore, Singapore, 2024, pp. 1-6

Exploring Multi-Modality Dynamics: Insights and Challenges in Multimodal Fusion for Biomedical Tasks

Laura Wenderoth

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

Multimodal Fusion on Low-quality Data: A Comprehensive Survey

Qingyang Zhang, Yake Wei, Zongbo Han, Huazhu Fu, Xi Peng, Cheng Deng, Qinghua Hu, Cai Xu, Jie Wen, Di Hu, Changqing Zhang

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

Comments Feel free to comment on our manuscript: qingyangzhang@tju$.$edu$.$cn

A Survey of Multimodal Information Fusion for Smart Healthcare: Mapping the Journey from Data to Wisdom

Thanveer Shaik, Xiaohui Tao, Lin Li, Haoran Xie, Juan D. Velásquez

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

Comments This work has been submitted to the ELSEVIER for possible publication

Gradient-based Jailbreak Images for Multimodal Fusion Models

Javier Rando, Hannah Korevaar, Erik Brinkman, Ivan Evtimov, Florian Tramèr

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

Hybrid Fusion for Battery Degradation Diagnostics Using Minimal Real-World Data: Bridging Laboratory and Practical Applications

Yisheng Liu, Boru Zhou, Tengwei Pang, Guodong Fan, Xi Zhang

专题命中 融合架构与评测 ：hybrid fusion(title,abstract)