医学 AI

Rethinking Multimodality: Optimizing Multimodal Deep Learning for Biomedical Signal Classification

Timothy Oladunni, Alex Wong

专题命中 医疗多模态 ：biomedical(title,abstract)；分类 cs.LG

Multimodal Attention-Aware Fusion for Diagnosing Distal Myopathy: Evaluating Model Interpretability and Clinician Trust

Mohsen Abbaspour Onari, Lucie Charlotte Magister, Yaoxin Wu, Amalia Lupi, Dario Creazzo, Mattia Tordin, Luigi Di Donatantonio, Emilio Quaia, Chao Zhang, Isel Grau, Marco S. Nobile, Yingqian Zhang, Pietro Liò

机构 * Information Systems Group, Eindhoven University of Technology, The Netherlands（埃因霍温技术大学信息系统组） ； Eindhoven Artificial Intelligence Systems Institute, The Netherlands（埃因霍温人工智能系统研究所） ； Department of Computer Science and Technology, University of Cambridge, United Kingdom（剑桥大学计算机科学与技术系） ； Department of Medicine - DIMED, Padua University Hospital, Italy（帕多瓦大学医院医学部-DIMED） ； Department of Environmental Sciences, Informatics, and Statistics, Ca’ Foscari University of Venice, Italy（威尼斯卡弗里大学环境科学、信息学与统计学系） 纠错

专题命中 医疗多模态 ：diagnosis(abstract)；radiology(abstract)；分类 cs.CV

TCDiff: Triplex Cascaded Diffusion for High-fidelity Multimodal EHRs Generation with Incomplete Clinical Data

Yandong Yan, Chenxi Li, Yu Huang, Dexuan Xu, Jiaqi Zhu, Zhongyan Chai, Huamin Zhang

机构 * School of Computer Science, Peking University（北京大学计算机科学学院） ； School of Information and Software Engineering, University of Electronic Science and Technology of China（电子科技大学信息与软件工程学院） ； National Engineering Research Center for Software Engineering, Peking University（软件工程国家工程研究中心） ； Institute of Software, Chinese Academy of Science（中国科学院软件研究所） ； School of Software and Microelectronics, Peking University（北京大学软件与微电子学院） ； Institute of Basic Theory of Chinese Medicine, China Academy of Chinese Medical Sciences（中国中医科学院中医基础理论研究所） 纠错

专题命中 医疗多模态 ：biomedical(abstract)；分类 cs.LG

Accurate and Interpretable Postmenstrual Age Prediction via Multimodal Large Language Model

Qifan Chen, Jin Cui, Cindy Duan, Yushuo Han, Yifei Shi

机构 * King’s College London（伦敦国王学院） ； Imperial College London（帝国理工学院） ； Columbia University（哥伦比亚大学） 纠错

专题命中 医疗多模态 ：MRI(abstract)

Comments Submitted to the NeurIPS 2025 Workshop GenAI4Health. Conference website: https://aihealth.ischool.utexas.edu/GenAI4HealthNeurips2025/