脑机接口 / BCI - arXivDaily 专题

2508.11312 2025-09-29 q-bio.NC cs.LG eess.SP 85%

Repetitive TMS-based Identification of Methamphetamine-Dependent Individuals Using EEG Spectra

Ziyi Zeng, Yun-Hsuan Chen, Xurong Gao, Wenyao Zheng, Hemmings Wu, Zhoule Zhu, Jie Yang, Chengkai Wang, Lihua Zhong, Weiwei Cheng, Mohamad Sawan

专题命中 EEG解码：EEG(title,abstract)；neural signal(abstract)；分类 q-bio.NC、eess.SP、cs.LG

2509.22556 2025-09-29 cs.LG eess.SP 81%

ECHO: Toward Contextual Seq2Seq Paradigms in Large EEG Models

Chenyu Liu, Yuqiu Deng, Tianyu Liu, Jinan Zhou, Xinliang Zhou, Ziyu Jia, Yi Ding

机构 * College of Computing and Data Science, Nanyang Technological University, Singapore（南洋理工大学计算机与数据科学学院）； School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China（西安交通大学机械工程学院）； Nutanix, CA, USA（Nutanix公司）； Institute of Automation, Chinese Academy of Sciences, Beijing, China（中国科学院自动化研究所）

专题命中 EEG解码：EEG(title,abstract)；分类 eess.SP、cs.LG

2508.15215 2025-09-29 cs.LG 79%

Multi-Channel Differential Transformer for Cross-Domain Sleep Stage Classification with Heterogeneous EEG and EOG

Benjamin Wei Hao Chin, Yuin Torng Yew, Haocheng Wu, Lanxin Liang, Chow Khuen Chan, Norita Mohd Zain, Siti Balqis Samdin, Sim Kuan Goh

机构 * School of Artificial Intelligence and Robotics, Xiamen University Malaysia（厦门大学马来西亚分校人工智能与机器人学院）； Department of Biomedical Engineering, Universiti Malaya（马来亚大学生物医学工程系）； Department of Biomedical Engineering and Health Sciences, Universiti Teknologi Malaysia（马来西亚理工学院生物医学工程与健康科学系）

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

Comments SleepDIFFormer 8 Pages

2509.21794 2025-09-29 cs.LG 57%

Exploring the Relationships Between Physiological Signals During Automated Fatigue Detection

Kourosh Kakhi, Abbas Khosravi, Roohallah Alizadehsani, U. Rajendra Acharyab

机构 * Department One（部门一）； Department Two（部门二）； Institute for Intelligent Systems Research（智能系统研究与创新研究所）； School of Mathematics, Physics and Computing（数学、物理与计算学院）； University of Southern Queensland（南方昆士兰大学）

专题命中 EEG解码：EEG(abstract)；分类 cs.LG

Comments 14 Pages, 12 Figures, 3 Tables

2509.21346 2025-09-29 cs.NE cs.LG q-bio.BM 57%

Spiking Neural Networks for Mental Workload Classification with a Multimodal Approach

Jiahui An, Sara Irina Fabrikant, Giacomo Indiveri, Elisa Donati

机构 * Institute of Neuroinformatics, University of Zurich（神经信息学研究所，苏黎世大学）； ETH Zurich（苏黎世联邦理工学院）； Digital Society Initiative, University of Zurich（数字社会倡议，苏黎世大学）； Department of Geography（地理系）

专题命中 EEG解码：EEG(abstract)；分类 cs.LG

Comments 8 pages