脑机接口 / BCI - arXivDaily 专题

2502.07843 2025-11-18 cs.LG 79%

Emotional EEG Classification using Upscaled Connectivity Matrices

Chae-Won Lee, Jong-Seok Lee

机构 * School of Integrated Technology and the BK21 Graduate Program in Intelligent Semiconductor Technology（整合技术学院和智能半导体技术BK21研究生项目）

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

Comments Accepted for SMC 2025

2511.11651 2025-11-18 cs.LG cs.AI 79%

Incomplete Depression Feature Selection with Missing EEG Channels

Zhijian Gong, Wenjia Dong, Xueyuan Xu, Fulin Wei, Chunyu Liu, Li Zhuo

机构 * Beijing University of Technology, Beijing, China（北京理工大学）； Anhui University, Hefei, China（安徽大学）； North China Electric Power University, Beijing, China（华北电力大学）

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

2511.05863 2025-11-17 cs.LG cs.AI 79%

EMOD: A Unified EEG Emotion Representation Framework Leveraging V-A Guided Contrastive Learning

Yuning Chen, Sha Zhao, Shijian Li, Gang Pan

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

2510.24889 2025-11-13 cs.LG 79%

Adaptive EEG-based stroke diagnosis with a GRU-TCN classifier and deep Q-learning thresholding

Shakeel Abdulkareem, Bora Yimenicioglu, Khartik Uppalapati, Aneesh Gudipati, Adan Eftekhari, Saleh Yassin

机构 * George Mason University（乔治·马歇尔大学）； Raregen Youth Network（Raregen青年网络）； Translational Medical Research Department（转化医学研究部）； Harvard University（哈佛大学）

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

Comments 10 pages, 6 figures. Equal contribution: Shakeel Abdulkareem and Bora Yimenicioglu. Compiled with pdfLaTeX (wlscirep class)

2511.08444 2025-11-12 cs.LG 79%

One Model for All: Universal Pre-training for EEG based Emotion Recognition across Heterogeneous Datasets and Paradigms

Xiang Li, You Li, Yazhou Zhang

机构 * Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center (National Supercomputer Center inJinan), Qilu University of Technology (Shandong Academy of Sciences), Jinan, China and Shandong Provincial Key Laboratory of Computing Power Internet and Service Computing, Shandong Fundamental Research Center for Computer Science, Jinan, China（教育部计算功率网络与信息安全重点实验室，山东计算机科学中心（济南国家超算中心），青岛科技大学（山东省科学院），济南，中国和山东省计算功率互联网与服务计算省级重点实验室，山东省计算机科学基础研究中心，济南，中国）； College of Intelligence and Computing, Tianjin University（天津大学智能与计算学院）

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

2511.06468 2025-11-11 cs.HC 79%

Towards Attention-Aware Large Language Models: Integrating Real-Time Eye-Tracking and EEG for Adaptive AI Responses

Dan Zhang

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

Comments 9 pages

2511.01784 2025-11-04 q-bio.NC 79%

Variational Representational Similarity Analysis (vRSA) for M/EEG

Alex Lepauvre, Lucia Melloni, Karl Friston, Peter Zeidman

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

Comments 24 pages, 7 figures, code available at https://github.com/pzeidman/vRSA_MEEG

2510.26756 2025-10-31 eess.SP 79%

Graph Guided Modulo Recovery of EEG Signals

Soujanya Hazra, Sanjay Ghosh

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

Comments 5 pages, 1 figure, and 2 tables

2510.26041 2025-10-31 cs.HC 79%

FractalBrain: A Neuro-interactive Virtual Reality Experience using Electroencephalogram (EEG) for Mindfulness

Jamie Ngoc Dinh, You-Jin Kim, Myungin Lee

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

Comments Extended Abstracts (Interactivity), 4 pages. Published at the 2024 CHI Conference on Human Factors in Computing Systems

Journal ref Extended Abstracts (Interactivity) of the 2024 CHI Conference on Human Factors in Computing Systems (CHI EA '24), Article 406, pp. 1-4

2510.24986 2025-10-30 cs.LG cs.AI 79%

Epileptic Seizure Detection and Prediction from EEG Data: A Machine Learning Approach with Clinical Validation

Ria Jayanti, Tanish Jain

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

Comments 9 pages, 3 figures

2510.23262 2025-10-28 cs.HC 79%

Moderating Role of Presence in EEG Responses to Visuo-haptic Prediction Error in Virtual Reality

Lukas Gehrke, Leonie Terfurth, Klaus Gramann

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

2510.22257 2025-10-28 cs.LG cs.AI 79%

LUNA: Efficient and Topology-Agnostic Foundation Model for EEG Signal Analysis

Berkay Döner, Thorir Mar Ingolfsson, Luca Benini, Yawei Li

机构 * Integrated Systems Laboratory, ETH Zürich（瑞士苏黎世联邦理工学院集成系统实验室）

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

Comments NeurIPS camera-ready version, 27 pages, 10 figures, 13 tables

2509.15857 2025-10-28 cs.LG cs.AI 79%

EvoBrain: Dynamic Multi-Channel EEG Graph Modeling for Time-Evolving Brain Networks

Rikuto Kotoge, Zheng Chen, Tasuku Kimura, Yasuko Matsubara, Takufumi Yanagisawa, Haruhiko Kishima, Yasushi Sakurai

机构 * Department of Neurosurgery, Graduate School of Medicine, The University of Osaka, Japan（大阪大学医学研究生院神经外科）； Institute for Advanced Co-Creation Studies, The University of Osaka, Japan（大阪大学先进协同研究机构）

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

Comments Accepted by NeurIPS 2025 (spotlight)

2510.19174 2025-10-23 eess.AS eess.SP 79%

Auditory Attention Decoding from Ear-EEG Signals: A Dataset with Dynamic Attention Switching and Rigorous Cross-Validation

Yuanming Zhang, Zeyan Song, Jing Lu, Fei Chen, Zhibin Lin

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

2509.21567 2025-10-23 cs.AI cs.LG 79%

EEG-Based Consumer Behaviour Prediction: An Exploration from Classical Machine Learning to Graph Neural Networks

Mohammad Parsa Afshar, Aryan Azimi

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

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

2502.06438 2025-10-20 cs.LG cs.AI 79%

FEMBA: Efficient and Scalable EEG Analysis with a Bidirectional Mamba Foundation Model

Anna Tegon, Thorir Mar Ingolfsson, Xiaying Wang, Luca Benini, Yawei Li

机构 * Integrated Systems Laboratory, ETH Zürich（瑞士苏黎世联邦理工学院集成系统实验室）； DEI, University of Bologna（博洛尼亚大学DEI）

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

Comments 7 pages, 3 figures, 5 tables, Camera-ready version, EMBC 2025

2510.14188 2025-10-17 q-bio.NC q-bio.QM 79%

Using Information Geometry to Characterize Higher-Order Interactions in EEG

Eric Albers, Paul Marriott, Masami Tatsuno

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

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

2509.24761 2025-10-10 cs.AI cs.LG 79%

Spatial-Functional awareness Transformer-based graph archetype contrastive learning for Decoding Visual Neural Representations from EEG

Yueming Sun, Long Yang

机构 * Hybrid Intelligence Lab（混合智能实验室）； Durham University（杜伦大学）

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

2510.07524 2025-10-10 cs.LG cs.AI 79%

EEG Sleep Stage Classification with Continuous Wavelet Transform and Deep Learning

Mehdi Zekriyapanah Gashti, Ghasem Farjamnia

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

Comments 11 pages, 2 figures

Journal ref MUST Journal of Research and Development (MJRD) Volume 6 Issue 3, pp. 428-437, 2025

2510.06344 2025-10-09 q-bio.NC math.PR 79%

Retrieving the structure of probabilistic sequences from EEG data during the goalkeeper game

P. R. Cabral-Passos, P. S. Azevedo, V. H. Moraes, B. L. Ramalho, A. Duarte, C. D. Vargas

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

Comments 18 pages,7 figures, 1 table

2510.05511 2025-10-08 cs.LG 79%

EEG-Based Acute Pain Classification: Machine Learning Model Comparison and Real-Time Clinical Feasibility

Aavid Mathrawala, Dhruv Kurup, Josie Lau

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

2510.04984 2025-10-07 cs.NE cs.CR cs.CY q-bio.NC 79%

What your brain activity says about you: A review of neuropsychiatric disorders identified in resting-state and sleep EEG data

J. E. M. Scanlon, A. Pelzer, M. Gharleghi, K. C. Fuhrmeister, T. Köllmer, P. Aichroth, R. Göder, C. Hansen, K. I. Wolf

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

Comments 44 pages, 3 figures, 3 tables

2504.00336 2025-10-07 cs.LG cs.AI 79%

Large EEG-U-Transformer for Time-Step Level Detection Without Pre-Training

Kerui Wu, Ziyue Zhao, Bülent Yener

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

2508.15215 2025-09-29 cs.LG 79%

Multi-Channel Differential Transformer for Cross-Domain Sleep Stage Classification with Heterogeneous EEG and EOG

Benjamin Wei Hao Chin, Yuin Torng Yew, Haocheng Wu, Lanxin Liang, Chow Khuen Chan, Norita Mohd Zain, Siti Balqis Samdin, Sim Kuan Goh

机构 * School of Artificial Intelligence and Robotics, Xiamen University Malaysia（厦门大学马来西亚分校人工智能与机器人学院）； Department of Biomedical Engineering, Universiti Malaya（马来亚大学生物医学工程系）； Department of Biomedical Engineering and Health Sciences, Universiti Teknologi Malaysia（马来西亚理工学院生物医学工程与健康科学系）

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

Comments SleepDIFFormer 8 Pages

2509.20489 2025-09-26 cs.LG cs.AI 79%

CoSupFormer : A Contrastive Supervised learning approach for EEG signal Classification

D. Darankoum, C. Habermacher, J. Volle, S. Grudinin

机构 * Univ. Grenoble Alpes（格拉诺布尔阿尔卑斯大学）； CNRS（法国国家科学研究中心）； Grenoble INP（格拉诺布尔国立应用科学学院）； LJK（实验室）； SynapCell SAS（SynapCell公司）

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

Comments 20 pages (14 pages Main text and 6 pages Supplementary Material)

2509.20454 2025-09-26 cs.LG cs.CR 79%

Bridging Privacy and Utility: Synthesizing anonymized EEG with constraining utility functions

Kay Fuhrmeister, Arne Pelzer, Fabian Radke, Julia Lechinger, Mahzad Gharleghi, Thomas Köllmer, Insa Wolf

机构 * Fraunhofer Institute for Digital Media Technology IDMT（弗劳恩霍夫数字媒体技术研究所IDMT）； University Hospital Schleswig-Holstein（石勒苏益格-荷尔斯泰因大学医院）

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

1. EEG解码 3883 篇

Emotional EEG Classification using Upscaled Connectivity Matrices

Incomplete Depression Feature Selection with Missing EEG Channels

EMOD: A Unified EEG Emotion Representation Framework Leveraging V-A Guided Contrastive Learning

Adaptive EEG-based stroke diagnosis with a GRU-TCN classifier and deep Q-learning thresholding

One Model for All: Universal Pre-training for EEG based Emotion Recognition across Heterogeneous Datasets and Paradigms

Towards Attention-Aware Large Language Models: Integrating Real-Time Eye-Tracking and EEG for Adaptive AI Responses

Variational Representational Similarity Analysis (vRSA) for M/EEG

Graph Guided Modulo Recovery of EEG Signals

FractalBrain: A Neuro-interactive Virtual Reality Experience using Electroencephalogram (EEG) for Mindfulness

Epileptic Seizure Detection and Prediction from EEG Data: A Machine Learning Approach with Clinical Validation

Moderating Role of Presence in EEG Responses to Visuo-haptic Prediction Error in Virtual Reality

LUNA: Efficient and Topology-Agnostic Foundation Model for EEG Signal Analysis

EvoBrain: Dynamic Multi-Channel EEG Graph Modeling for Time-Evolving Brain Networks

Auditory Attention Decoding from Ear-EEG Signals: A Dataset with Dynamic Attention Switching and Rigorous Cross-Validation

EEG-Based Consumer Behaviour Prediction: An Exploration from Classical Machine Learning to Graph Neural Networks

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

FEMBA: Efficient and Scalable EEG Analysis with a Bidirectional Mamba Foundation Model

Using Information Geometry to Characterize Higher-Order Interactions in EEG

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

Working Memory Functional Connectivity Analysis for Dementia Classification using EEG

Effective Connectivity-Based Unsupervised Channel Selection Method for EEG

Spatial-Functional awareness Transformer-based graph archetype contrastive learning for Decoding Visual Neural Representations from EEG

EEG Sleep Stage Classification with Continuous Wavelet Transform and Deep Learning

Retrieving the structure of probabilistic sequences from EEG data during the goalkeeper game

EEG-Based Acute Pain Classification: Machine Learning Model Comparison and Real-Time Clinical Feasibility

What your brain activity says about you: A review of neuropsychiatric disorders identified in resting-state and sleep EEG data

Large EEG-U-Transformer for Time-Step Level Detection Without Pre-Training

Multi-Channel Differential Transformer for Cross-Domain Sleep Stage Classification with Heterogeneous EEG and EOG

CoSupFormer : A Contrastive Supervised learning approach for EEG signal Classification

Bridging Privacy and Utility: Synthesizing anonymized EEG with constraining utility functions