脑机接口 / BCI - arXivDaily 专题

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

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

2509.15259 2025-09-22 cs.LG cs.AI 79%

IEFS-GMB: Gradient Memory Bank-Guided Feature Selection Based on Information Entropy for EEG Classification of Neurological Disorders

Liang Zhang, Hanyang Dong, Jia-Hong Gao, Yi Sun, Kuntao Xiao, Wanli Yang, Zhao Lv, Shurong Sheng

机构 * Institute of Artificial Intelligence, Heifei Comprehensive National Science Center（人工智能研究院）； School of Artificial Intelligence, Anhui University（人工智能学院）； McGovern Institute for Brain Research, Peking University（脑科学研究院）； Center for MRI Research, Academy for Advanced Interdisciplinary Studies, Peking University（磁共振研究中心）； Anhui Province Key Laboratory of Multimodal Cognitive Computation, School of Computer Science and Technology, Anhui University（多模态认知计算重点实验室）

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

2410.05341 2025-09-09 eess.IV cs.AI cs.LG 79%

NeuroBOLT: Resting-state EEG-to-fMRI Synthesis with Multi-dimensional Feature Mapping

Yamin Li, Ange Lou, Ziyuan Xu, Shengchao Zhang, Shiyu Wang, Dario J. Englot, Soheil Kolouri, Daniel Moyer, Roza G. Bayrak, Catie Chang

机构 * Vanderbilt University（范德比尔特大学）； Vanderbilt University Medical Center（范德比尔特大学医学中心）

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

Comments This preprint has been accepted to NeurIPS 2024

2509.05190 2025-09-08 cs.LG cs.AI 79%

Accuracy-Constrained CNN Pruning for Efficient and Reliable EEG-Based Seizure Detection

Mounvik K, N Harshit

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

2509.04951 2025-09-08 cs.LG 79%

Detecting Blinks in Healthy and Parkinson's EEG: A Deep Learning Perspective

Artem Lensky, Yiding Qiu

机构 * School of Engineering and Technology, University of New South Wales, Canberra ACT, Australia（工程与技术学院，新南威尔士大学，澳大利亚堪培拉ACT）； School of Biomedical Engineering, University of Sydney, NSW, Sydney, Australia（生物医学工程学院，悉尼大学，澳大利亚新州悉尼）

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

2508.14086 2025-09-03 cs.LG 79%

EEGDM: EEG Representation Learning via Generative Diffusion Model

Jia Hong Puah, Sim Kuan Goh, Ziwei Zhang, Zixuan Ye, Chow Khuen Chan, Kheng Seang Lim, Si Lei Fong, Kok Sin Woon, Cuntai Guan

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）； School of Energy and Chemical Engineering, Xiamen University Malaysia（厦门大学马来西亚分校能源与化学工程学院）； Department of Biomedical Engineering, Universiti Malaya（马来亚大学生物医学工程系）； Department of Medicine, Universiti Malaya（马来亚大学医学系）； Thrust of Carbon Neutrality and Climate Change, Hong Kong University of Science and Technology (Guangzhou)（香港科学与艺术大学（广州）碳中和与气候变化研究方向）； College of Computing & Data Science, Nanyang Technological University（南洋理工大学计算与数据科学学院）

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

Comments EEGDM Preprint 10 Pages

2509.00208 2025-09-03 q-bio.NC q-bio.QM 79%

Sleep Disorder Diagnosis Using EEG Signals and LSTM Deep Learning Method

Mohammad Reza Yousefi, Reza Rahimi

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

Comments 15 pages

2507.03977 2025-09-03 eess.SP 79%

MMOC: Self-Supervised EEG Emotion Recognition Framework with Multi-Model Online Collaboration

Hanqi Wang, Yang Liu, Peng Ye, Liang Song

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

Comments This manuscript submitted an incomplete version. The part about online fine-tuning was not integrated into the paper. This was overlooked by the writer

2508.21103 2025-09-01 cs.LG cs.AI 79%

Spatiotemporal EEG-Based Emotion Recognition Using SAM Ratings from Serious Games with Hybrid Deep Learning

Abdul Rehman, Ilona Heldal, Jerry Chun-Wei Lin

机构 * Department of Computer Science, Electrical Engineering and Mathematical Sciences, Western Norway University of Applied Sciences（计算机科学、电气工程与数学科学系，西挪威应用科学大学）

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

1. EEG解码 3907 篇

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

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

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

IEFS-GMB: Gradient Memory Bank-Guided Feature Selection Based on Information Entropy for EEG Classification of Neurological Disorders

NeuroBOLT: Resting-state EEG-to-fMRI Synthesis with Multi-dimensional Feature Mapping

Accuracy-Constrained CNN Pruning for Efficient and Reliable EEG-Based Seizure Detection

Detecting Blinks in Healthy and Parkinson's EEG: A Deep Learning Perspective

EEGDM: EEG Representation Learning via Generative Diffusion Model

Sleep Disorder Diagnosis Using EEG Signals and LSTM Deep Learning Method

MMOC: Self-Supervised EEG Emotion Recognition Framework with Multi-Model Online Collaboration

Spatiotemporal EEG-Based Emotion Recognition Using SAM Ratings from Serious Games with Hybrid Deep Learning