Towards Faithful Class-level Self-explainability in Graph Neural Networks by Subgraph Dependencies

Fanzhen Liu, Xiaoxiao Ma, Jian Yang +6

Enhancing the interpretability of graph neural networks (GNNs) is crucial to ensure their safe and fair deployment. Recent work has introduced self-explainable GNNs that generate e…