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。

2025-09-23 至 2025-09-23 共收录 8 篇信号源：q-bio.NC, eess.SP, cs.LG, cs.HC, cs.RO

1. EEG解码 6 篇

2506.21140 2025-09-23 cs.LG cs.AI 85%

DBConformer: Dual-Branch Convolutional Transformer for EEG Decoding

Ziwei Wang, Hongbin Wang, Tianwang Jia, Xingyi He, Siyang Li, Dongrui Wu

机构 * Ministry of Education Key Laboratory of Image Processing and Intelligent Control, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology（教育部图像处理与智能控制重点实验室，人工智能与自动化学院，华中科技大学）

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

Comments 14 pages, 7 figures

2509.16229 2025-09-23 q-bio.NC 83%

Low-Cost Shield MicroBCI to Measure EEG with STM32

Ildar Rakhmatulin

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

2504.20069 2025-09-23 cs.LG cs.AI eess.SP 81%

A Simple Review of EEG Foundation Models: Datasets, Advancements and Future Perspectives

Junhong Lai, Jiyu Wei, Lin Yao, Yueming Wang

机构 * The College of Computer Science, Zhejiang University, Hangzhou, China.（浙江大学计算机科学学院）； The MOE Frontiers Science Center for Brain and Brain-Machine Integration, Zhejiang University, Hangzhou, China.（脑科学与脑机接口前沿科学中心）； The Nanhu Brain-Computer Interface Institute, Hangzhou, China.（南湖脑机接口研究院）； The Qiushi Academy for Advanced Studies, Hangzhou, China.（启石先进研究院）

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

2505.21385 2025-09-23 cs.HC 79%

Dynamic Vision from EEG Brain Recordings, How much does EEG know?

Prajwal Singh, Anupam Sharma, Pankaj Pandey, Krishna Miyapuram, Shanmuganathan Raman

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

2509.17439 2025-09-23 cs.AI cs.LG 79%

SPICED: A Synaptic Homeostasis-Inspired Framework for Unsupervised Continual EEG Decoding

Yangxuan Zhou, Sha Zhao, Jiquan Wang, Haiteng Jiang, Shijian Li, Tao Li, Gang Pan

机构 * State Key Laboratory of Brain-machine Intelligence（脑机智能国家重点实验室）； College of Computer Science and Technology（计算机科学与技术学院）； Department of Neurobiology, Affiliated Mental Health Center & Hangzhou Seventh People’s Hospital（神经生物学系、附属心理健康中心及杭州市第七人民医院）； MOE Frontier Science Center for Brain Science and Brain-machine Integration（教育部脑科学与脑机整合前沿科学中心）

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

Comments 21 pages, 13 figures

2509.17883 2025-09-23 cs.SD cs.LG 57%

Brainprint-Modulated Target Speaker Extraction

Qiushi Han, Yuan Liao, Youhao Si, Liya Huang

机构 * 1 College of Electronic ； Optical Engineering \& College of Flexible Electronics (Future Technology), Nanjing University of Posts ； Telecommunications, Nanjing, China 2 School of Artificial Intelligence, School of Data Science, SRIBD, The Chinese University of Hong Kong, Shenzhen, China

专题命中 EEG解码：EEG(abstract)；分类 cs.LG

Comments 5 pages, 2 figures, conference

2. 语音与意图解码 1 篇

2509.17313 2025-09-23 cs.CE 78%

$i$MIND: Insightful Multi-subject Invariant Neural Decoding

Zixiang Yin, Jiarui Li, Zhengming Ding

专题命中语音与意图解码：neural decoding(title,abstract)

Comments The Thirty-Ninth Annual Conference on Neural Information Processing Systems

3. BCI数据与评测 1 篇

2506.22393 2025-09-23 cs.LG cs.AI 57%

Multi-View Contrastive Learning for Robust Domain Adaptation in Medical Time Series Analysis

YongKyung Oh, Alex Bui

机构 * UCLA（加州大学洛杉矶分校）

专题命中 BCI数据与评测：EEG(abstract)；分类 cs.LG

Comments Published at the sixth Conference on Health, Inference, and Learning (CHIL 2025), PMLR 287:502-526, 2025. Models & Methods Track - Best Paper Award. https://proceedings.mlr.press/v287/oh25a.html