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。

2025-10-16 至 2025-10-16 共收录 7 篇信号源：q-bio.NC, eess.SP, cs.LG, cs.HC, cs.RO

1. EEG解码 5 篇

2509.19330 2025-10-16 eess.SP cs.AI cs.HC cs.LG cs.MM 82%

LibEMER: A novel benchmark and algorithms library for EEG-based Multimodal Emotion Recognition

Zejun Liu, Yunshan Chen, Chengxi Xie, Yugui Xie, Huan Liu

机构 * XJTU-POLIMI Joint School, Xi'an Jiaotong University School of Computer Science ； Technology, Xi'an Jiaotong University MIGU Video Co., Ltd., Shanghai, China

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

Comments 5 pages, 2 figures

2505.18185 2025-10-16 eess.SP cs.LG 81%

BrainOmni: A Brain Foundation Model for Unified EEG and MEG Signals

Qinfan Xiao, Ziyun Cui, Chi Zhang, Siqi Chen, Wen Wu, Andrew Thwaites, Alexandra Woolgar, Bowen Zhou, Chao Zhang

机构 * Shanghai Artificial Intelligence Laboratory, China（上海人工智能实验室）； Department of Electronic Engineering, Tsinghua University, China（清华大学电子工程系）； Department of Psychology, University of Cambridge, UK（剑桥大学心理学系）； Speech Hearing and Phonetic Sciences, University College London, UK（伦敦大学学院语音听力与语音科学系）； MRC Cognition and Brain Sciences Unit, University of Cambridge, UK（剑桥大学MRC认知与脑科学单位）

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

Comments Accepted by the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

2510.13497 2025-10-16 cs.LG cs.AI 79%

DistilCLIP-EEG: Enhancing Epileptic Seizure Detection Through Multi-modal Learning and Knowledge Distillation

Zexin Wang, Lin Shi, Haoyu Wu, Junru Luo, Xiangzeng Kong, Jun Qi

机构 * Aliyun School of Big Data, Changzhou University（阿里云大数据学院，长洲大学）； Department of Computing, Xi’an JiaoTong-Liverpool University（计算系，西安交通大学-利物浦大学）； Department of Computer Science, University of Liverpool（计算机科学系，利物浦大学）； Center for Artificial Intelligence in Agriculture, Fujian Agriculture and Forestry University（农业人工智能中心，福建农林大学）

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

Comments 16 pages, 9 figures, 5 tables

2510.13399 2025-10-16 eess.SP 79%

Working Memory Functional Connectivity Analysis for Dementia Classification using EEG

Shivani Ranjan, Anant Jain, Robin Badal, Amit Kumar, Harshal Shende, Deepak Joshi, Pramod Yadav, Lalan Kumar

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

2510.12910 2025-10-16 eess.SP 79%

Effective Connectivity-Based Unsupervised Channel Selection Method for EEG

Neda Abdollahpour, N. Sertac Artan, Ian Daly, Mohammadreza Yazdchi, Zahra Baharlouei

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

Comments (This The paper has been accepted for publication in the Journal of Medical Signals & Sensors and will appear soon

2. 神经信号处理 1 篇

2510.13255 2025-10-16 cs.CL cs.NE 50%

Hierarchical Frequency Tagging Probe (HFTP): A Unified Approach to Investigate Syntactic Structure Representations in Large Language Models and the Human Brain

Jingmin An, Yilong Song, Ruolin Yang, Nai Ding, Lingxi Lu, Yuxuan Wang, Wei Wang, Chu Zhuang, Qian Wang, Fang Fang

机构 * Peking University（北京大学）； Zhejiang University（浙江大学）； Beijing Language and Culture University（北京语言大学）； Beijing Institute for General Artificial Intelligence（北京通用人工智能研究院）

专题命中神经信号处理：cortical(abstract)

3. BCI数据与评测 1 篇

2510.13592 2025-10-16 cs.LG 77%

EEGChaT: A Transformer-Based Modular Channel Selector for SEEG Analysis

Chen Wang, Yansen Wang, Dongqi Han, Zilong Wang, Dongsheng Li

机构 * School of Computer Science and Technology University of Science and Technology of China（计算机科学与技术学院中国科学技术大学）； Microsoft Research Asia（微软亚洲研究院）

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