脑机接口 / BCI

A Brain Wave Encodes a Thousand Tokens: Modeling Inter-Cortical Neural Interactions for Effective EEG-based Emotion Recognition

Nilay Kumar, Priyansh Bhandari, G. Maragatham

机构 * Department of Computational Intelligence, SRM Institute of Science 纠错

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

Motor Imagery Classification Using Feature Fusion of Spatially Weighted Electroencephalography

Abdullah Al Shiam, Md. Khademul Islam Molla, Abu Saleh Musa Miah, Md. Abdus Samad Kamal

机构 * Department of Computer Science and Engineering, Netrokona University（计算机工程系，纳特罗科纳大学） ； Department of Computer Science and Engineering, University of Rajshahi（计算机工程系，拉贾沙希大学） ； Graduate Dept. of Computer Science and Engineering, University of Aizu（计算机工程研究生系，爱izu大学） ； Cluster of Electronics and Mechanical Engineering, Graduate School of Science and Technology, Gunma University（电子与机械工程集群，科学技术研究生学校，枪ma大学） 纠错

专题命中 EEG解码 ：motor imagery(title,abstract)；BCI(abstract)；brain computer interface(abstract)；EEG(abstract)

THD-BAR: Topology Hierarchical Derived Brain Autoregressive Modeling for EEG Generic Representations

Wenchao Yang, Weidong Yan, Wenkang Liu, Yulan Ma, Yang Li

机构 * Beihang University（北航大学） 纠错

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

A Patient-Independent Neonatal Seizure Prediction Model Using Reduced Montage EEG and ECG

Sithmini Ranasingha, Agasthi Haputhanthri, Hansa Marasinghe, Nima Wickramasinghe, Kithmin Wickremasinghe, Jithangi Wanigasinghe, Chamira U. S. Edussooriya, Joshua P. Kulasingham

机构 * Department of Electronic and Telecommunication Engineering, University of Moratuwa, Sri Lanka（电子与电信工程系，乌尔塔瓦大学，斯里兰卡） ； Department of Biomedical Engineering, University of Melbourne, Australia（生物医学工程系，墨尔本大学，澳大利亚） ； Department of Electrical and Computer Engineering, University of British Columbia, Canada（电气与计算机工程系，不列颠哥伦比亚大学，加拿大） ； Department of Pediatrics, Faculty of Medicine, University of Colombo, Sri Lanka（儿科系，医学院，科伦坡大学，斯里兰卡） 纠错

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

Comments 10 pages, 4 figures

A simple EEG-based decision tool for neonatal therapeutic hypothermia in hypoxic-ischemic encephalopathy

Marc Fiammante, Anne-Isabelle Vermersch, Marie Vidailhet, Mario Chavez

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

Comments 20 pages, 1 table, 2 figures

Resource Efficient Sleep Staging via Multi-Level Masking and Prompt Learning

Lejun Ai, Yulong Li, Haodong Yi, Jixuan Xie, Yue Wang, Jia Liu, Min Chen, Rui Wang

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Comments 16 pages, 4 figures, to be published in AAAI 2026

Nonlinear Coherence for Vector Time Series: Defining Region-to-Region Functional Brain Connectivity

Paolo Victor Redondo, Raphaël Huser, Hernando Ombao

专题命中 EEG解码 ：EEG(abstract)