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...