脑机接口 / BCI

A Patient-Independent Neonatal Seizure Prediction Model Using Reduced Montage EEG and ECG

Sithmini Ranasingha, Agasthi Haputhanthri, Hansa Marasinghe, Nima Wickramasinghe, Kithmin Wickremasinghe, Jithangi Wanigasinghe, Chamira U. S. Edussooriya, Joshua P. Kulasingham

机构 * Department of Electronic and Telecommunication Engineering, University of Moratuwa, Sri Lanka（电子与电信工程系，乌尔塔瓦大学，斯里兰卡） ； Department of Biomedical Engineering, University of Melbourne, Australia（生物医学工程系，墨尔本大学，澳大利亚） ； Department of Electrical and Computer Engineering, University of British Columbia, Canada（电气与计算机工程系，不列颠哥伦比亚大学，加拿大） ； Department of Pediatrics, Faculty of Medicine, University of Colombo, Sri Lanka（儿科系，医学院，科伦坡大学，斯里兰卡） 纠错

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

Comments 10 pages, 4 figures

Multi-Domain EEG Representation Learning with Orthogonal Mapping and Attention-based Fusion for Cognitive Load Classification

Prithila Angkan, Amin Jalali, Paul Hungler, Ali Etemad

机构 * Department of Electrical and Computer Engineering and Ingenuity Labs Research Institute, Queen’s University（电气与计算机工程系和Ingenuity Labs研究研究所，女王大学） 纠错

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

Comments This work has been submitted to the Transactions on Human Machine Systems for possible publication

Informed Bootstrap Augmentation Improves EEG Decoding

Woojae Jeong, Wenhui Cui, Kleanthis Avramidis, Takfarinas Medani, Shrikanth Narayanan, Richard Leahy

机构 * Ming Hsieh Department of Electrical and Computer Engineering, University of Southern California（明希斯电气与计算机工程系，南加州大学） ； Alfred E. Mann Department of Biomedical Engineering, University of Southern California（阿尔弗雷德·E·曼生物医学工程系，南加州大学） ； Thomas Lord Department of Computer Science, University of Southern California（托马斯·劳德计算机科学系，南加州大学） 纠错

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

NeuroLingua: A Language-Inspired Hierarchical Framework for Multimodal Sleep Stage Classification Using EEG and EOG

Mahdi Samaee, Mehran Yazdi, Daniel Massicotte

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

EEG-X: Device-Agnostic and Noise-Robust Foundation Model for EEG

Navid Mohammadi Foumani, Soheila Ghane, Nam Nguyen, Mahsa Salehi, Geoffrey I. Webb, Geoffrey Mackellar

机构 * Emotiv Research（Emotiv研究） 纠错

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

Is Limited Participant Diversity Impeding EEG-based Machine Learning?

Philipp Bomatter, Henry Gouk

机构 * School of Informatics University of Edinburgh（信息学院爱丁堡大学） 纠错

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

Machine-learning competition to grade EEG background patterns in newborns with hypoxic-ischaemic encephalopathy

Fabio Magarelli, Geraldine B. Boylan, Saeed Montazeri, Feargal O'Sullivan, Dominic Lightbody, Minoo Ashoori, Tamara Skoric, John M. O'Toole

机构 * INFANT Research Centre, University College Cork（INFANT研究中心，科克大学学院） ； Department of Pediatrics and Child Health, University College Cork（儿科与儿童健康系，科克大学学院） ； The SFI Centre for Research Training in Artificial Intelligence, CRT in AI（人工智能研究培训中心，CRT in AI） ； Department of Physiology, University of Helsinki（生理学系，赫尔辛基大学） ； Embedded Systems, University College Cork（嵌入式系统，科克大学学院） ； Department of Physiology, University College Cork（生理学系，科克大学学院） ； Faculty of Technical Sciences, University of Novi Sad（技术科学学院，诺维萨德大学） ； CergenX Ltd（CergenX有限公司） 纠错

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

Comments 29 pages, supplementary materials: "supplementary materials ML Comp.docx"

Automated Tinnitus Detection Through Dual-Modality Neuroimaging: EEG Microstate Analysis and Resting-State fMRI Classification Using Deep Learning

Kiana Kiashemshaki, Sina Samieirad, Sarvenaz Erfani, Aryan Jalaeianbanayan, Nasibeh Asadi Isakan, Hossein Najafzadeh

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

This EEG Looks Like These EEGs: Interpretable Interictal Epileptiform Discharge Detection With ProtoEEG-kNN

Dennis Tang, Jon Donnelly, Alina Jade Barnett, Lesia Semenova, Jin Jing, Peter Hadar, Ioannis Karakis, Olga Selioutski, Kehan Zhao, M. Brandon Westover, Cynthia Rudin

机构 * Department of Computer Science, Duke University, USA（杜克大学计算机科学系） ； Microsoft Research, USA（微软研究院） ； Beth Israel Deaconess Medical Center, Harvard Medical School, USA（贝塞斯达以色列德acons医疗中心，哈佛医学院） ； Massachusetts General Hospital, Harvard Medical School, USA（麻省总医院，哈佛医学院） ； Department of Neurology, Emory University School of Medicine, USA（埃默里大学医学院神经科） ； Department of Neurology, University of Crete School of Medicine, Greece（克里特大学医学院神经科） ； Department of Neurology, Stony Brook University, USA（史泰文布鲁克大学神经科） 纠错

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

Comments MICCAI 2025

Finetuning and Quantization of EEG-Based Foundational BioSignal Models on ECG and PPG Data for Blood Pressure Estimation

Bálint Tóth, Dominik Senti, Thorir Mar Ingolfsson, Jeffrey Zweidler, Alexandre Elsig, Luca Benini, Yawei Li

机构 * ETH Zürich（苏黎世联邦理工学院） ； University of Bologna（博洛尼亚大学） 纠错

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

Comments 7 pages, 1 figure, 5 tables, Camera-ready, EMBC 2025

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） 纠错

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)

Dream2Image : An Open Multimodal EEG Dataset for Decoding and Visualizing Dreams with Artificial Intelligence

Yann Bellec

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

Comments 7 Pages, 3 Figures, The Dream2Image dataset is openly available on Hugging Face at: https://huggingface.co/datasets/opsecsystems/Dream2Image

Achieving More Human Brain-Like Vision via Human EEG Representational Alignment

Zitong Lu, Yile Wang, Julie D. Golomb

机构 * Department of Psychology, The Ohio State University（心理学系，俄亥俄州立大学） ； McGovern Institute for Brain Research, Massachusetts Institute of Technology（脑科学研究所，麻省理工学院） ； Department of Neuroscience, The University of Texas at Dallas（神经科学系，德克萨斯大学达拉斯分校） 纠错

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

Bibliometric-enhanced Systematic Literature Review of EEG in Education: Learning Concepts, Computational Methods, and Research Opportunities

Adi Wijaya, Said Hasibuan, Wiga Maulana Baihaqi, Rizki Darmawan, Rifkie Primartha, Catur Supriyanto

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

Comments 29 pages, 6 figures, 5 tables

ECHO: Toward Contextual Seq2Seq Paradigms in Large EEG Models

Chenyu Liu, Yuqiu Deng, Tianyu Liu, Jinan Zhou, Xinliang Zhou, Ziyu Jia, Yi Ding

机构 * College of Computing and Data Science, Nanyang Technological University, Singapore（南洋理工大学计算机与数据科学学院） ； School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China（西安交通大学机械工程学院） ； Nutanix, CA, USA（Nutanix公司） ； Institute of Automation, Chinese Academy of Sciences, Beijing, China（中国科学院自动化研究所） 纠错

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

Hybrid Pipeline SWD Detection in Long-Term EEG Signals

Antonio Quintero Rincon, Nicolas Masino, Veronica Marsico, Hadj Batatia

机构 * Department of Data Science, Data Science and AI Laboratory（数据科学系，数据科学与人工智能实验室） ； Catholic University of Argentina (UCA)（阿根廷天主教大学） ； MACS School（MACS学院） 纠错

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

Comments 11 pages, 8 figures, 4 tables, SABI 2025 CLIC 2025

A Spatio-Temporal Feature Fusion EEG Virtual Channel Signal Generation Network and Its Application in Anxiety Assessment

Shangqing Yuan, Wenshuang Zhai, Shengwen Guo

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

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） 纠错

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

Trial-Level Time-frequency EEG Desynchronization as a Neural Marker of Pain

D. A. Blanco-Mora, A. Dierolf, J. Gonçalves, M. van Der Meulen

机构 * Luxembourg Centre for Systems Biomedicine, University of Luxembourg（卢森堡系统生物医学研究中心，卢森堡大学） ； Department of Behavioural and Cognitive Sciences, University of Luxembourg（行为与认知科学系，卢森堡大学） 纠错

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

Comments 7 pages, 3 Figures

ADHDeepNet From Raw EEG to Diagnosis: Improving ADHD Diagnosis through Temporal-Spatial Processing, Adaptive Attention Mechanisms, and Explainability in Raw EEG Signals

Ali Amini, Mohammad Alijanpour, Behnam Latifi, Ali Motie Nasrabadi

机构 * Centre of Real Time Computer Systems, Faculty of Informatics（信息学院实时计算机系统中心） ； Kaunas University of Technology（考纳斯技术大学） ； University of Central Florida（中央佛罗里达大学） ； Amirkabir University of Technology（阿米尔卡比尔技术大学） ； Shahed University（沙赫德大学） 纠错

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

Comments 29 pages, 7 figures. Preprint. Correspondence: alijanpour@ucf.edu

ArtifactGen: Benchmarking WGAN-GP vs Diffusion for Label-Aware EEG Artifact Synthesis

Hritik Arasu, Faisal R Jahangiri

机构 * Department of Behavior and Brain Sciences（行为与脑科学系） ； University of Texas at Dallas（德克萨斯大学达拉斯分校） 纠错

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

Comments 16 Pages, 6 figures

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） 纠错

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

DynaMind: Reconstructing Dynamic Visual Scenes from EEG by Aligning Temporal Dynamics and Multimodal Semantics to Guided Diffusion

Junxiang Liu, Junming Lin, Jiangtong Li, Jie Li

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

Comments 14 pages, 6 figures

Exploring the Efficacy of Convolutional Neural Networks in Sleep Apnea Detection from Single Channel EEG

Chun Hin Siu, Hossein Miri

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

Comments 5 pages, 6 figures, 1 table

BrainGPT: Unleashing the Potential of EEG Generalist Foundation Model by Autoregressive Pre-training

Tongtian Yue, Xuange Gao, Shuning Xue, Yepeng Tang, Longteng Guo, Jie Jiang, Jing Liu

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； Beijing Jiaotong University（北京交通大学） 纠错

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

Comments This work has been submitted to the IEEE for possible publication

Towards Generalizable Learning Models for EEG-Based Identification of Pain Perception

Mathis Rezzouk, Fabrice Gagnon, Alyson Champagne, Mathieu Roy, Philippe Albouy, Michel-Pierre Coll, Cem Subakan

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

Comments 6 pages, 2 figures, 2 tables, MLSP IEEE conference

Decoding Human Emotions: Analyzing Multi-Channel EEG Data using LSTM Networks

Shyam K Sateesh, Sparsh BK, Uma D

机构 * PES University, Bengaluru, India（班加罗尔印度PES大学） 纠错

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

Comments 13 pages, 3 figures; accepted at ICDSA '24 Conference, Jaipur, India

SincVAE: A new semi-supervised approach to improve anomaly detection on EEG data using SincNet and variational autoencoder

Andrea Pollastro, Francesco Isgrò, Roberto Prevete

机构 * Department of Electrical Engineering and Information Technology, University of Naples Federico II, Naples, Italy（电气工程与信息技术系，那不勒斯费德里科二世大学，那不勒斯，意大利） 纠错

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

Journal ref Computer Methods and Programs in Biomedicine Update, 5: 100213, 2025

Investigating the Cognitive Response of Brake Lights in Initiating Braking Action Using EEG

Ramaswamy Palaniappan, Surej Mouli, Howard Bowman, Ian McLoughlin

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

Comments arXiv admin note: text overlap with arXiv:2010.10584

Journal ref IEEE Transactions on Intelligent Transportation Systems Aug 2022

ADformer: A Multi-Granularity Spatial-Temporal Transformer for EEG-Based Alzheimer Detection

Yihe Wang, Nadia Mammone, Darina Petrovsky, Alexandros T. Tzallas, Francesco C. Morabito, Xiang Zhang

机构 * Department of Computer Science, University of North Carolina - Charlotte（北卡罗来纳州立大学计算机科学系） ； DICEAM Department, University Mediterranea of Reggio Calabria（雷焦卡拉布里亚地中海大学DICEAM系） ； School of Nursing, Duke University（达特茅斯大学护理学院） ； Department of Informatics & Telecommunications, University of Ioannina（伊奥尼亚大学信息与电信系） 纠错

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

Comments This work will be submitted to the IEEE for possible publication