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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Zi-Han Ning

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Preprint Sep 2026

FlatClip: A Geometry-Aware Surface-Level Baseline for fMRI Representation Learning

Recent fMRI foundation models differ substantially in the spatial scale at which they represent brain activity. ROI- and connectivity-based models are efficient but coarse, whereas voxel-level models preserve fine-grained spatial structure but require specialized 3D/4D architectures and costly fMRI-specific pretraining...

Mo Wang, Wen-Hao Ye, Zi-Han Ning et al. · 0 citations

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