Neurocircuitry-Inspired Hierarchical Graph Causal Attention Networks for Explainable Depression Identification

Weidao Chen, Yuxiao Yang, Yueming Wang

Major Depressive Disorder (MDD), affecting millions worldwide, exhibits complex pathophysiology manifested through disrupted brain network dynamics. Although graph neural networks…