Not All Nodes Are Created Equal: Homophily-Aware Stratification for Stable GNN Evaluation

Naga Venkata Sai Jitin Jami, Thomas Altstidl, Sebastian Hoefler +4

Graph neural networks are widely used for transductive node classification, with accuracy typically measured on randomly drawn train/validation/test splits. Reported accuracy has b…