脑机接口 / BCI

2510.15890 2025-10-21 cs.HC cs.AI eess.SP 90%

A Real-Time BCI for Stroke Hand Rehabilitation Using Latent EEG Features from Healthy Subjects

F. M. Omar, A. M. Omar, K. H. Eyada, M. Rabie, M. A. Kamel, A. M. Azab

专题命中 EEG解码：BCI(title,abstract)；EEG(title,abstract)；brain-computer interface(abstract)；分类 eess.SP、cs.HC

Comments Proceedings of the 7th Novel Intelligent and Leading Emerging Sciences Conference (NILES 2025)

2510.16548 2025-10-21 cs.LG 89%

NeurIPT: Foundation Model for Neural Interfaces

Zitao Fang, Chenxuan Li, Hongting Zhou, Shuyang Yu, Guodong Du, Ashwaq Qasem, Yang Lu, Jing Li, Junsong Zhang, Sim Kuan Goh

机构 * Xiamen University Malaysia（马来西亚厦门大学）； Columbia University（哥伦比亚大学）； The Hong Kong Polytechnic University（香港理工大学）； Xiamen University（厦门大学）； Harbin Institute of Technology (Shenzhen)（哈尔滨工业大学（深圳））

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

Comments Accepted by The Thirty-Ninth Annual Conference on Neural Information Processing Systems (NeurIPS 2025). Project Page: https://ZzzitaoFang.github.io/projects/NeurIPT/

2412.07878 2025-10-21 cs.LG cs.AI eess.SP q-bio.NC 83%

Comparative Analysis of Deep Learning Approaches for Harmful Brain Activity Detection Using EEG

Shivraj Singh Bhatti, Aryan Yadav, Mitali Monga, Neeraj Kumar

机构 * Department of Computer Science and Engineering（计算机科学与工程系）； Thapar Institute of Engineering and Technology（泰帕尔工程与技术学院）

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

Comments 6 pages, 5 figures. Presented at IEEE CICT 2024. The paper discusses the application of multimodal data and training strategies in EEG-based brain activity classification

Journal ref 2024 IEEE 8th Int. Conf. on Info. and Comm. Tech. (CICT), pp. 1-6

2503.19949 2025-10-21 eess.IV cs.LG 79%

Automated Video-EEG Analysis in Epilepsy Studies: Advances and Challenges

Valerii A. Zuev, Elena G. Salmagambetova, Stepan N. Djakov, Lev V. Utkin

机构 * Peter the Great St.Petersburg Polytechnic University（彼得大帝圣彼得堡理工大学）

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

2506.10351 2025-10-21 cs.LG cs.AI 57%

PhysioWave: A Multi-Scale Wavelet-Transformer for Physiological Signal Representation

Yanlong Chen, Mattia Orlandi, Pierangelo Maria Rapa, Simone Benatti, Luca Benini, Yawei Li

机构 * IIS, ETH Zurich（苏黎世联邦理工学院智能信息系统实验室）； DEI, University of Bologna（博洛尼亚大学电子工程学院）； DIEF, University of Modena and Reggio Emilia（摩德纳和雷吉奥艾米利亚大学经济工程学院）

专题命中 EEG解码：EEG(abstract)；分类 cs.LG

Comments 43 pages, 17 figures, 17 tables. Accepted by NeurIPS 2025. Code and data are available at: github.com/ForeverBlue816/PhysioWave

2501.10885 2025-10-21 cs.LG 57%

CEReBrO: Compact Encoder for Representations of Brain Oscillations Using Efficient Alternating Attention

Alexandru Dimofte, Glenn Anta Bucagu, Thorir Mar Ingolfsson, Xiaying Wang, Andrea Cossettini, Luca Benini, Yawei Li

机构 * University of Zurich（苏黎世大学）； Integrated Systems Laboratory, ETH Zürich（苏黎世联邦理工学院集成系统实验室）

专题命中 EEG解码：EEG(abstract)；分类 cs.LG

2505.22893 2025-10-21 q-bio.NC 79%

The global communication pathways of the human brain transcend the cortical-subcortical-cerebellar division

Julian Schulte, Mario Senden, Gustavo Deco, Xenia Kobeleva, Gorka Zamora-López

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

Comments 18 pages, 5 figures, 2 Supplementary Figures

2510.17492 2025-10-21 q-bio.NC nlin.CD physics.bio-ph 57%

A theory for self-sustained balanced states in absence of strong external currents

David Angulo-Garcia, Alessandro Torcini

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

2510.16327 2025-10-21 physics.bio-ph q-bio.NC 57%

Quantifying the compressibility of the human brain

Nicholas J. Weaver, Joshua I. Faskowitz, Richard F. Betzel, Christopher W. Lynn

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

2508.12808 2025-10-21 nlin.PS 50%

Visual-Neural-Inspired Image Inpainting for Specific Objects-of-Interest Imaging

Yonghao Wu, Chang Liu, Vladimir Filaretov, Dmitry Yukhimets

专题命中神经信号处理：cortical(abstract)

2510.17475 2025-10-21 cs.LG cs.AI 79%

DAMSDAN: Distribution-Aware Multi-Source Domain Adaptation Network for Cross-Domain EEG-based Emotion Recognition

Fo Hu, Can Wang, Qinxu Zheng, Xusheng Yang, Bin Zhou, Gang Li, Yu Sun, Wen-an Zhang

机构 * College of Information Engineering, Zhejiang University of Technology（浙江工业大学信息工程学院）； Institute of Wenzhou, Zhejiang University（浙江大学温州市研究院）； College of Mathematical Medicine, Zhejiang Normal University（浙江师范大学数学医学学院）； Key Laboratory for Biomedical Engineering of MOE of China, Department of Biomedical Engineering, Zhejiang University（中国教育部生物医学工程重点实验室，浙江大学生物医学工程学院）

专题命中 BCI数据与评测：EEG(title,abstract)；分类 cs.LG

Comments 14 pages, 9 figures

2510.17530 2025-10-21 cs.ET cs.HC 70%

Navigate in Demanding Missions: Integrating Human Intelligence and Brain-Inspired Intelligence

Xu He, Xiaolin Meng, Youdong Zhang, Lingfei Mo, Wenxuan Yin

专题命中 BCI数据与评测：BCI(abstract)；brain-computer interface(abstract)；分类 cs.HC

1. EEG解码 6 篇