The schematic representation of the proposed DS-GCN with assistant task training for disease diagnosis using fMRI data. The static features of each node are defined by structural images (A1), and time-varying edges are defined by dynamic functional connectivity (A2). Dynamic graphs are then processed by diagnosis network (B2) and two subnetworks (B1 and B3) for assistance.