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

arXiv:2609.19210v1 Announce Type: cross Abstract: Graph neural networks are widely used for transductive node classification, with accuracy typically measured on randomly drawn train/validation/test splits. Reported accuracy has been shown to shift substantial