脑机接口 / BCI

Consciousness-ECG Transformer for Conscious State Estimation System with Real-Time Monitoring

Young-Seok Kweon, Gi-Hwan Shin, Ji-Yong Kim, Bokyeong Ryu, Seong-Whan Lee

机构 * Department of Brain and Cognitive Engineering, Korea University（韩国大学脑科学与认知工程系） ； Department of Artificial Intelligence, Korea University（韩国大学人工智能系） ； Department of Biomedical Informatics Medicine, Jeju National University（济州国立大学生物医学信息学医学系） 纠错

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

Comments 30 pages, 8 figures

Journal ref Expert Systems with Applications 299 (2026) 130091

Spatio-Temporal Attention Network for Epileptic Seizure Prediction

Zan Li, Kyongmin Yeo, Wesley Gifford, Lara Marcuse, Madeline Fields, Bülent Yener

机构 * Department of Computer Science, Rensselaer Polytechnic Institute（计算机科学系，拉瑟拉尔理工学院） ； IBM T.J. Watson Research Center（IBM 沃森研究中心） ； Department of Neurology, Icahn School of Medicine at Mount Sinai（神经病学系，辛格恩医学院） 纠错

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

NAP: Attention-Based Late Fusion for Automatic Sleep Staging

Alvise Dei Rossi, Julia van der Meer, Markus H. Schmidt, Claudio L. A. Bassetti, Luigi Fiorillo, Francesca Faraci

机构 * Faculty of Informatics, Università della Svizzera Italiana（信息学院，瑞士意大利大学） ； Inst. of Digital Tech. for Personalized Healthcare, SUPSI（个性化医疗数字技术研究所，SUPSI） ； Sleep Wake Epilepsy Center, Department of Neurology, Inselspital University of Bern（睡眠觉醒癫痫中心，神经科，伯恩大学医院） ； Faculty of Informatics Università della Svizzera Italiana（信息学院，瑞士意大利大学） 纠错

专题命中 EEG解码 ：EEG(abstract)；分类 cs.LG

Emergent tuning heterogeneity in cortical circuits is sensitive to cellular neuronal dynamics

Mohammadreza Soltanipour, Stefan Treue, Fred Wolf

专题命中 神经信号处理 ：cortical(title,abstract)；分类 q-bio.NC

Comments 25 pages, 4 figures

Association-sensory spatiotemporal hierarchy and functional gradient-regularised recurrent neural network with implications for schizophrenia

Subati Abulikemu, Puria Radmard, Michail Mamalakis, John Suckling

专题命中 神经信号处理 ：cortical(abstract)；分类 q-bio.NC、cs.LG

Comments 34 pages, 9 figures

EEGReXferNet: A Lightweight Gen-AI Framework for EEG Subspace Reconstruction via Cross-Subject Transfer Learning and Channel-Aware Embedding

Shantanu Sarkar, Piotr Nabrzyski, Saurabh Prasad, Jose Luis Contreras-Vidal

机构 * IUCRC BRAIN Center, Cullen College of Engineering, University of Houston（IUCRC BRAIN中心、工程学院、休斯顿大学） ； Department of Computer Engineering, Purdue University（计算机工程系、普渡大学） 纠错

专题命中 BCI数据与评测 ：EEG(title,abstract)；BCI(abstract)；brain-computer interface(abstract)；分类 eess.SP、cs.LG

Comments Accepted for presentation at the NeurIPS 2025 Workshop on Foundation Models for the Brain and Body

FAPEX: Fractional Amplitude-Phase Expressor for Robust Cross-Subject Seizure Prediction

Ruizhe Zheng, Lingyan Mao, Dingding Han, Tian Luo, Yi Wang, Jing Ding, Yuguo Yu

专题命中 BCI数据与评测 ：EEG(abstract)；分类 q-bio.NC、eess.SP

Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Spotlight Poster