Quan-Ying Liu

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...