arXivDaily arXiv每日学术速递 周一至周五更新

科学与医疗

脑机接口 / BCI

脑机接口、EEG、神经信号解码、神经假体和脑控交互。

2026-04-30 至 2026-04-30 共收录 4 信号源:q-bio.NC, eess.SP, cs.LG, cs.HC, cs.RO
2604.25131 2026-04-30 cs.LG cs.AI 91%

Towards Unified Multi-task EEG Analysis with Low-Rank Adaptation

迈向统一的多任务EEG分析与低秩适应

Sicheng Dai, Kai Chen, Hongwang Xiao, Shan Yu, Qiwei Ye

机构 * Institute of Automation, Chinese Academy of Sciences(中国科学院自动化研究所) School of Artifcial Intelligence, University of Chinese Academy of Sciences(中国科学院大学人工智能学院) State Key Laboratory of Brain Cognition(脑认知国家重点实验室) Beijing Academy of Artificial Intelligence(北京人工智能研究院) State Key Laboratory of Multimedia Information Processing, Peking University(北京大学多媒体信息处理国家重点实验室)

专题命中 EEG解码 :EEG(title,title_cn);brain-computer interface(abstract);分类 cs.LG

AI总结 本文提出MTEEG框架,通过低秩适应模块解决多任务EEG分析中的任务冲突问题,展示了多任务方法在提升性能和降低计算成本方面的优势。

Journal ref EMBC 2026

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2604.26379 2026-04-30 cs.CV 89%

A Multimodal Pre-trained Network for Integrated EEG-Video Seizure Detection

一种用于整合EEG-视频癫痫发作检测的多模态预训练网络

Tong Lu, Ke Xu, Zimo Zhang, Zitong Zhao, Danwei Weng, Ruiyu Wang, Miao Liu, Zizuo Zhang, Jingyi Yao, Yixuan Zhao, Wenchao Zhang, Min Wang, Guoming Luan, Minmin Luo, Zhifeng Yue

机构 * organization= Beijing Institute for Brain Research, Chinese Academy of Medical Sciences \& Peking Union Medical College , city= Beijing , postcode= 102206 , country= China organization= Chinese Institute for Brain Research, Beijing , city= Beijing , postcode= 102206 , country= China organization= Department of Neurosurgery, SanBo Brain Hospital, Capital Medical University , city= Beijing , postcode= 100018 , country= China organization= GenAns Biotechnology Co., Ltd , city= Beijing , postcode= 102206 , country= China organization= Laboratory for Clinical Medicine, Capital Medical University , city= Beijing , postcode= 100069 , country= China organization= Center of Epilepsy, Beijing Institute for Brain Disorders, Sanbo Brain Hospital, Capital Medical University , city= Beijing , postcode= 100018 , country= China organization= Beijing Key Laboratory of Brain Science

专题命中 EEG解码 :EEG(title,title_cn)

AI总结 本文提出EEGVFusion框架,结合自监督EEG学习、时空视频编码、最优传输对齐和双向交叉注意力,整合神经和行为证据,实现高准确率的癫痫发作检测,同时降低误报率。

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2604.26218 2026-04-30 cs.CV 89%

ViBE: Visual-to-M/EEG Brain Encoding via Spatio-Temporal VAE and Distribution-Aligned Projection

ViBE:通过时空VAE和分布对齐投影实现视觉到M/EEG脑编码

Ganxi Xu, Zhao-Rong Lai, Yuting Tang, Yonghao Song, Shuyan Zhou, Guoxu Zhou, Boyu Wang, Jian Zhu, Jinyi Long

机构 * Jinan University(济南大学) The First Affiliated Hospital of Jinan University(济南大学第一附属医院) Western University(西方大学) Guangdong University of Technology(广东工业大学) Tsinghua University(清华大学)

专题命中 EEG解码 :EEG(title,title_cn)

AI总结 本文提出ViBE框架,通过时空卷积变分自编码器和分布对齐投影,实现从视觉刺激生成高质量M/EEG信号,解决跨模态对齐问题。

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2508.07220 2026-04-30 cs.LG cs.AI 81%

Neural Bridge Processes

神经桥过程

Jian Xu, Yican Liu, Delu Zeng, John Paisley, Qibin Zhao

机构 * RIKEN AIP(理化学研究所AIP) South China University of Technology(华南理工大学) Columbia University(哥伦比亚大学)

专题命中 EEG解码 :EEG(summary_cn,abstract);分类 cs.LG

AI总结 神经桥过程通过引入输入锚定轨迹提升生成路径的条件性,解决传统扩散过程在输入条件编码上的不足,实验显示在回归、EEG、CylinderFlow和图像回归任务中均取得提升。

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