2026
Paradigm Shift of GNN Explainer from Label Space to Prototypical Representation Space
ICLR 2026poster
Post-hoc instance-level graph neural network (GNN) explainers are developed to identify a compact subgraph (i.e., explanation) that encompasses the most influential components for each input graph. A fundamental limitation of existing methods lies in the insufficient utilization of structural inform…