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Open access Oct 2026

Transformers for fMRI analysis: from spatiotemporal modeling to brain foundation models

A unified taxonomy for Transformer-fMRI methods based on modeling dimensions is proposed, which categorizes existing research into four primary paradigms: temporal modeling, spatial modeling, spatiotemporal joint modeling, and self-supervised learning, providing a comparative analysis of their structural characteristic...

Xiao-Min Yang, Yue Li, Xue Zhang et al. · 0 citations

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