Overcoming Class Imbalance: Unified GNN Learning with Structural and Semantic Connectivity Representations

Abdullah Alchihabi, Hao Yan, Yuhong Guo

Class imbalance is pervasive in real-world graph datasets, where the majority of annotated nodes belong to a small set of classes (majority classes), leaving many other classes (mi…