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Author

Jia-Yu Zuo

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Preprint Sep 2026

BrainTaskonomy: Learning How to Pretrain and What to Transfer in fMRI Foundation Models

fMRI foundation models increasingly aggregate heterogeneous data across brain states, cohorts, and acquisition settings, yet pretraining domains are commonly treated as a flat mixture and downstream tasks are adapted independently. We study whether measured learning relations can organize both stages without modifying...

Jun-Feng Xia, Wen-Hao Ye, Jun-Xiang Zhang et al. · 1 citation
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
Aug 2026

Radical Mechanism and Stereochemical Control in Consecutive C-C Bond Formation by the Nonheme Iron Enzyme Hvm1.

Iron(II)/2-oxoglutarate-dependent (Fe/2OG) enzymes catalyze consecutive C-C bond formations to assemble complex heterobicyclic ring systems and generate three new stereocenters in piperazine alkaloids helvamide B and the arizonamides through C(sp3)-H activation─a transformation that remains challenging in synthetic che...

Shengbin Zhou, Jia-Peng Zhang, Jia-Yu Zuo et al. · 0 citations

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