科学与医疗

脑机接口 / BCI

脑机接口、EEG、神经信号解码、神经假体和脑控交互。

2025-10-14 至 2025-10-14 共收录 6 篇信号源：q-bio.NC, eess.SP, cs.LG, cs.HC, cs.RO

1. EEG解码 4 篇

2510.10770 2025-10-14 q-bio.NC q-bio.QM 89%

The Cost of Simplicity: How Reducing EEG Electrodes Affects Source Localization and BCI Accuracy

Eva Guttmann-Flury, Yanyan Wei, Shan Zhao, Jian Zhao, Mohamad Sawan

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

2510.10733 2025-10-14 q-bio.NC q-bio.QM 83%

Does Re-referencing Matter? Large Laplacian Filter Optimizes Single-Trial P300 BCI Performance

Eva Guttmann-Flury, Jian Zhao, Mohamad Sawan

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

2510.10604 2025-10-14 cs.LG 83%

FusionGen: Feature Fusion-Based Few-Shot EEG Data Generation

Yuheng Chen, Dingkun Liu, Xinyao Yang, Xinping Xu, Baicheng Chen, Dongrui Wu

机构 * Huazhong University of Science and Technology（华中科技大学）； Zhongguancun Academy（中关村学院）

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

2508.13735 2025-10-14 cs.CL 78%

EEG-MedRAG: Enhancing EEG-based Clinical Decision-Making via Hierarchical Hypergraph Retrieval-Augmented Generation

Yi Wang, Haoran Luo, Lu Meng, Ziyu Jia, Xinliang Zhou, Qingsong Wen

机构 * College of Information Science and Engineering, Northeastern University（信息科学与工程学院，东北大学）； Foshan Graduate School of Innovation, Northeastern University（创新佛山研究生院，东北大学）； College of Computing and Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学）； Institute of Automation, Chinese Academy of Sciences（自动化研究所，中国科学院）； Squirrel Ai Learning

专题命中 EEG解码：EEG(title,abstract)

2. 神经信号处理 2 篇

2112.01261 2025-10-14 cs.NE cs.AI 82%

ViF-SD2E: A Robust Weakly-Supervised Method for Neural Decoding

Jingyi Feng, Yong Luo, Shuang Song

专题命中神经信号处理：neural decoding(title,abstract)；neural signal(abstract)

Comments 13 pages, 9 figures, 4 tables

Journal ref Neural Comput & Applic 37 (2025)

2510.10790 2025-10-14 cs.LG cs.AI 57%

BioOSS: A Bio-Inspired Oscillatory State System with Spatio-Temporal Dynamics

Zhongju Yuan, Geraint Wiggins, Dick Botteldooren

机构 * WAVES Research Group, Ghent University（根特大学）； AI Lab, Vrije Universiteit Brussel（布鲁塞尔自由大学）； EECS, Queen Mary University of London（伦敦大学玛丽女王学院）

专题命中神经信号处理：cortical(abstract)；分类 cs.LG