脑机接口 / BCI

A Novel Brain-Computer Interface Architecture: The Brain-Muscle-Hand Interface for replicating the motor pathway

一种新颖的脑机接口架构：用于复制运动通路的脑-肌肉-手接口

Sun Ye, Zuo Cuiming, Zhang Rui, Shi Bin, Pang Yajing, Gao Lingyun, Zhao Bowei, Wang Jing, Yao Dezhong, Liu Gang

专题命中 EEG解码 ：brain-computer interface(title,abstract)；EEG(abstract)；cortical(abstract)；分类 q-bio.NC

AI总结 本研究提出BMHI，通过解码EEG信号重建肌肉EMG活动，实现连续自然的运动控制，显著提升解码准确性和效率。

Comments 20 pages, 12 figures

An Active Dry-Contact Continuous EEG Monitoring System for Seizure Detection Applications in Clinical Neurophysiology

一种用于临床神经生理学中癫痫检测的主动干接触连续EEG监测系统

Nima L. Wickramasinghe, Dinuka Sandun Udayantha, Akila Abeyratne, Kavindu Weerasinghe, Kithmin Wickremasinghe, Jithangi Wanigasinghe, Anjula De Silva, Chamira U. S. Edussooriya

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

AI总结 本研究提出了一种低成本的主动干接触EEG头戴设备，结合深度学习模型和多模态伪影去除算法，用于实时检测婴儿癫痫发作。

Comments 10 pages, 9 figures, Work is accepted for publication in IEEE TBME

Mamba-based Deep Learning Approach for Sleep Staging on a Wireless Multimodal Wearable System without Electroencephalography

基于Mamba的深度学习方法用于无线多模态可穿戴系统中的睡眠分期（无脑电图）

Andrew H. Zhang, Alex He-Mo, Richard Fei Yin, Chunlin Li, Yuzhi Tang, Dharmendra Gurve, Veronique van der Horst, Aron S. Buchman, Nasim Montazeri Ghahjaverestan, Maged Goubran, Bo Wang, Andrew S. P. Lim

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

AI总结 本文提出基于Mamba的深度学习方法，用于无脑电图的无线多模态可穿戴系统中实现睡眠分期，通过整合多种生物信号提升睡眠阶段识别的准确性。

Comments 40 pages, 24 figures. Authors Andrew H. Zhang, Alex He-Mo, and Richard Fei Yin contributed equally

NeuroGaze-Distill: Brain-informed Distillation and Depression-Inspired Geometric Priors for Robust Facial Emotion Recognition

NeuroGaze-Distill：基于脑科学的蒸馏与抑郁启发的几何先验用于鲁棒面部情绪识别

Zilin Li, Weiwei Xu, Xuanqi Zhao, Yiran Zhu

机构 * School of Information and Intelligent Science（信息与智能科学学院） ； Department of Computer（计算机系） ； North China Electric Power University (BaoDing)（华北电力大学（保定）） 纠错

专题命中 EEG解码 ：EEG(abstract,comments)

AI总结 NeuroGaze-Distill通过脑科学先验和抑郁启发的几何先验提升面部情绪识别的鲁棒性，采用跨模态蒸馏框架实现无需生物信号的部署。

Comments Preprint. Vision-only deployment; EEG used to form static prototypes. Includes appendix, 7 figures and 3 tables. Considering submission to ICLR 2026. Revision note: This version corrects inaccuracies in the authors' institutional affiliations. No technical content has been modified