脑机接口 / BCI

NeuroLex: A Lightweight Domain Language Model for EEG Report Understanding and Generation

Kang Yin, Hye-Bin Shin

机构 * Dept. of Artificial Intelligence Korea University Seoul, Republic of Korea（人工智能系韩国大学首尔共和国韩国） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；brain-computer interface(abstract)；neural decoding(abstract)

Learning the relative composition of EEG signals using pairwise relative shift pretraining

Christopher Sandino, Sayeri Lala, Geeling Chau, Melika Ayoughi, Behrooz Mahasseni, Ellen Zippi, Ali Moin, Erdrin Azemi, Hanlin Goh

机构 * Apple（苹果公司） ； Stanford University（斯坦福大学） ； California Institute of Technology（加州理工学院） ； University of Amsterdam（阿姆斯特丹大学） 纠错

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

Comments Foundation Models for the Brain and Body NeurIPS 2025 Workshop

Neurocognitive Modeling for Text Generation: Deep Learning Architecture for EEG Data

Khushiyant

机构 * Department of Computer Science University of Freiburg（计算机科学系弗赖堡大学） 纠错

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

Comments 15 pages, 10 figures, 5 tables

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

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） 纠错

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

Comments Accepted for SMC 2025

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） 纠错

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

Integrative Model for Interoception and Exteroception: predictive coding, points of modulation, and testable predictions

Pranjal Balar, Sundeep Kapila

专题命中 EEG解码 ：EEG(abstract)；分类 q-bio.NC

Guidewire-driven deployment of high density ECoG arrays for large area brain-computer interface

Tao Zou, Na Xiao, Ruihong Weng, Yifan Guo, Danny Tat Ming Chan, Gilberto Ka Kit Leung, Paddy Kwok Leung Chan

专题命中 神经信号处理 ：brain-computer interface(title)；BCI(abstract)；brain computer interface(abstract)；neural signal(abstract)

Meta-Learning an In-Context Transformer Model of Human Higher Visual Cortex

Muquan Yu, Mu Nan, Hossein Adeli, Jacob S. Prince, John A. Pyles, Leila Wehbe, Margaret M. Henderson, Michael J. Tarr, Andrew F. Luo

专题命中 神经信号处理 ：neural signal(abstract)；分类 q-bio.NC、cs.LG

Comments Accepted to NeurIPS 2025. Website: https://github.com/leomqyu/BraInCoRL

Modeling Dynamic Neural Activity by combining Naturalistic Video Stimuli and Stimulus-independent Latent Factors

Finn Schmidt, Polina Turishcheva, Suhas Shrinivasan, Fabian H. Sinz

专题命中 神经信号处理 ：cortical(abstract)；分类 q-bio.NC

Comments Code: github.com/sinzlab/SchmidtEtAl2025 Dynamic Latent State

SIMBA: Scalable Image Modeling using a Bayesian Approach, A Consistent Framework for Including Spatial Dependencies in fMRI Studies

Yuan Zhong, Gang Chen, Paul A. Taylor, Jian Kang

专题命中 神经信号处理 ：cortical(abstract)

Comments 30 pages, 6 figures, submitted to Imaging Neuroscience

Learning Time-Scale Invariant Population-Level Neural Representations

Eshani Patel, Yisong Yue, Geeling Chau

机构 * Computing & Mathematical Sciences（计算与数学科学） ； Computation & Neural Systems（计算与神经系统） ； California Institute of Technology（加州理工学院） 纠错

专题命中 其他BCI ：brain computer interface(abstract)；分类 cs.LG

Comments 10 pages, 5 figures, NeurIPS 2025 Foundation Models for the Brain and Body