message-passing GNN

Graph Neural Network Explanations Ambiguous Due to 'Deletion Fidelity' Definition

Researchers have identified a critical ambiguity in evaluating graph neural network (GNN) explanations, specifically concerning the concept of 'deletion fidelity.' This metric typically involves removing top-ranked edge…