Sanghamitra Bandyopadhyay

Certified Evaluation of Model-Level Explanations for Graph Neural Networks

Model-level explanations for Graph Neural Networks (GNNs) aim to identify class-discriminative motifs that capture how a classifier recognizes a target class. Because the true motifs relied on by the classifier are unobservable, most approaches evaluate explanations by their target class score. Howe…