4 papers
MoRE-Brain: Routed Mixture of Experts for Interpretable and Generalizable Cross-Subject fMRI Visual Decoding
Yuxiang Wei, Yanteng Zhang, Xi Xiao +3
Decoding visual experiences from fMRI offers a powerful avenue to understand human perception and develop advanced brain-computer interfaces. However, current progress often priori…
Efficient Brain Network Estimation with Sparse ICA in Non-Human Primate Neuroimaging
Qiang Li, Liang Ma, Masoud Seraji +4
Independent component analysis (ICA) is widely used to separate mixed signals and recover statistically independent components. However, in non-human primate neuroimaging studies,…
BRIEF: BRain-Inspired network connection search with Extensive temporal feature Fusion enhances disease classification
Xiangxiang Cui, Min Zhao, Dongmei Zhi +3
Existing deep learning models for functional MRI-based classification have limitations in network architecture determination (relying on experience) and feature space fusion (mostl…
Deep P-Spline: Theory, Fast Tuning, and Application
Noah Yi-Ting Hung, Li-Hsiang Lin, Vince D. Calhoun
Deep neural networks (DNNs) have been widely applied to solve real-world regression problems. However, selecting optimal network structures remains a significant challenge. This st…