Showing 2026Show all
3 papers · 1 filter
cs.CV2026
Progressive Self-Supervised Learning with Individualized Community Assignment for Brain Network Analysis
Hairui Chen, Yanwu Yang, Jianfeng Cao +3
Brain networks exhibit a modular community structure that varies across individuals and neurological conditions. However, existing self-supervised learning (SSL) methods often over…
eess.SP2026
MPNet: A Robust and Efficient Manifold Pooling Network for Multi-Rhythm EEG Signal Decoding
Guoqing Cai, Kai Zeng, Shoulin Huang +1
Deep Riemannian networks provide a powerful framework for Electroencephalography (EEG) decoding, but their practical applications are severely constrained. Accurately decoding EEG…
cs.HC2026
State-Flow Coordinated Representation for MI-EEG Decoding
Guoqing Cai, Shoulin Huang, Ting Ma
Motor Imagery (MI) Electroencephalography (EEG) signals contain two crucial and complementary types of information: state information, which captures the global context of the task…