脑机接口 / BCI

Exploring Deep Learning Models for EEG Neural Decoding

Laurits Dixen, Stefan Heinrich, Paolo Burelli

机构 * IT University of Copenhagen, Denmark（丹麦哥本哈根信息技术大学） 纠错

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

EEG-Language Pretraining for Highly Label-Efficient Clinical Phenotyping

Sam Gijsen, Kerstin Ritter

机构 * Charité – Universitätsmedizin Berlin, Department of Psychiatry and Psychotherapy, Berlin, Germany（柏林查理医院医学大学精神病与心理治疗系） ； Hertie Institute for AI in Brain Health, University of Tübingen, Germany（图宾根大学健康人工智能研究所） 纠错

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

Comments Accepted to ICML 2025

FDC-Net: Rethinking the association between EEG artifact removal and multi-dimensional affective computing

Wenjia Dong, Xueyuan Xu, Tianze Yu, Junming Zhang, Li Zhuo

机构 * School of Information Science and Technology, Beijing University of Technology（信息科学与技术学院，北京理工大学） 纠错

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

Fine-Tuning Large Language Models Using EEG Microstate Features for Mental Workload Assessment

Bujar Raufi

机构 * School of Computer Science, Technological University Dublin, Dublin, Ireland（计算机科学学院，都柏林技术大学，都柏林，爱尔兰） ； Artificial Intelligence and Cognitive Load Lab, Applied Intelligence Research Centre, School of Computer Science, Technological University Dublin, Dublin, Ireland（人工智能与认知负荷实验室，应用智能研究中心，计算机科学学院，都柏林技术大学，都柏林，爱尔兰） 纠错

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

Comments 17 Pages, 7 figures, 3 tables and one prompt template

Federated Learning for Epileptic Seizure Prediction Across Heterogeneous EEG Datasets

Cem Ata Baykara, Saurav Raj Pandey, Ali Burak Ünal, Harlin Lee, Mete Akgün

机构 * Department of Computer Science, Medical Data Privacy and Privacy-Preserving Machine Learning (MDPPML) Group and Institute for Bioinformatics and Medical Informatics (IBMI), University of Tübingen（计算机科学系、医疗数据隐私与隐私保护机器学习（MDPPML）小组和生物信息学与医学信息学研究所（IBMI）、图宾根大学） ； Department of Computer Science and the School of Data Science and Society, University of North Carolina at Chapel Hill（计算机科学系和数据科学与社会学院、北卡罗来纳大学教堂山分校） 纠错

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

NeuroDx-LM: A Clinical Large-Scale Model for EEG-based Neurological Disorder Detection

Guanghao Jin, Yuan Liang, Yihan Ma, Jingpei Wu, Guoyang Liu

机构 * Shandong University, China（山东大学） ； LMU Munich, Germany（慕尼黑大学） 纠错

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

Improving Continuous Grasp Force Decoding from EEG with Time-Frequency Regressors and Premotor-Parietal Network Integration

Parth G. Dangi, Yogesh Kumar Meena

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

Comments 7 pages, 5 figures, 2 tables, selected for presentation in special session of System, Man, Cybernetics (SMC) conference, 2025. The codes developed for this paper is available in the GitHub repository given in the conclusion section of this paper

DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction

Cunhang Fan, Sheng Zhang, Jingjing Zhang, Enrui Liu, Xinhui Li, Gangming Zhao, Zhao Lv

机构 * School of Computer Science and Technology（计算机科学与技术学院） ； Anhui University（安徽大学） 纠错

专题命中 EEG解码 ：EEG(title)

Comments Accepted by ACM MM 2025

PySeizure: A single machine learning classifier framework to detect seizures in diverse datasets

Bartlomiej Chybowski, Shima Abdullateef, Hollan Haule, Alfredo Gonzalez-Sulser, Javier Escudero

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