GNNExplainer: Generating Explanations for Graph Neural Networks

10 code implementations • NeurIPS 2019 • Rex Ying, Dylan Bourgeois, Jiaxuan You, Marinka Zitnik, Jure Leskovec

We formulate GNNExplainer as an optimization task that maximizes the mutual information between a GNN's prediction and distribution of possible subgraph structures.

BIG-bench Machine Learning Explainable artificial intelligence +2