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。

2025-09-04 至 2025-09-04 共收录 7 篇信号源：q-bio.NC, eess.SP, cs.LG, cs.HC, cs.RO

1. EEG解码 4 篇

2509.03111 2025-09-04 eess.SP 85%

Handwriting Imagery EEG Classification based on Convolutional Neural Networks

Hao Yang, Guang Ouyang

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

2509.02568 2025-09-04 eess.SP cs.LG 82%

EEG-MSAF: An Interpretable Microstate Framework uncovers Default-Mode Decoherence in Early Neurodegeneration

Mohammad Mehedi Hasan, Pedro G. Lind, Hernando Ombao, Anis Yazidi, Rabindra Khadka

机构 * Department of Computer Science, Oslo Metropolitan University（计算机科学系，奥斯陆 Metropolitan 大学）； King Abdullah University of Science and Technology（国王 Abdullah 科学与技术大学）； Department of Informatics, University of Oslo（信息学系，奥斯陆大学）； Kristiania University of Applied Sciences（Kristiania 应用科学大学）

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

Comments Dementia, EEG, Microstates, Explainable, SHAP

2509.02746 2025-09-04 cs.LG cs.AI q-bio.NC 81%

Mentality: A Mamba-based Approach towards Foundation Models for EEG

Saarang Panchavati, Corey Arnold, William Speier

机构 * Department of Radiology University of California（放射科系加州大学）

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

Journal ref In Proceedings of the ICLR 2024 Workshop on Learning from Time Series for Health (2024). Retrieved from https://openreview.net/forum?id=O6T38rRiFp

2509.02982 2025-09-04 cs.LG cs.AI cs.NE q-bio.NC 62%

StableSleep: Source-Free Test-Time Adaptation for Sleep Staging with Lightweight Safety Rails

Hritik Arasu, Faisal R Jahangiri

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

Comments 5 page paper, 8 figures

2. 神经信号处理 1 篇

2504.00300 2025-09-04 q-bio.NC cond-mat.dis-nn physics.bio-ph 57%

From Chaos to Coherence: Effects of High-Order Synaptic Correlations on Neural Dynamics

Nimrod Sherf, Xaq Pitkow, Krešimir Josić, Kevin E. Bassler

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

3. BCI数据与评测 2 篇

2412.13237 2025-09-04 eess.IV cs.CV cs.LG q-bio.NC 81%

Optimized two-stage AI-based Neural Decoding for Enhanced Visual Stimulus Reconstruction from fMRI Data

Lorenzo Veronese, Andrea Moglia, Luca Mainardi, Pietro Cerveri

机构 * Department of Electronics, Information, and Bioengineering, Politecnico di Milano（电子、信息与生物工程系，米兰理工大学）； Università di Pavia（帕维亚大学）

专题命中 BCI数据与评测：neural decoding(title,abstract)；分类 q-bio.NC、cs.LG

Comments 14 pages, 5 figures

Journal ref J. Neural Eng. 22 046048 (2025)

2509.03433 2025-09-04 cs.CV 50%

Decoding Visual Neural Representations by Multimodal with Dynamic Balancing

Kaili sun, Xingyu Miao, Bing Zhai, Haoran Duan, Yang Long

机构 * Department of Computer Science, Durham University, UK.（计算机科学系，杜ham大学，英国）； Computer and Information Sciences, Northumbria University, UK.（计算机与信息科学，北umbria大学，英国）； Department of Automation, Tsinghua University, China.（自动化系，清华大学，中国）

专题命中 BCI数据与评测：EEG(abstract)