Understanding When Graph Convolutional Networks Help: A Diagnostic Study on Label Scarcity and Structural Properties

Nischal Subedi, Ember Kerstetter, Winnie Li +1

Graph Convolutional Networks (GCNs) have become a standard approach for semi-supervised node classification, yet practitioners lack clear guidance on when GCNs provide meaningful i…