From GNNs to Trees: Multi-Granular Interpretability for Graph Neural Networks

Jie Yang, Yuwen Wang, Kaixuan Chen +6

Interpretable Graph Neural Networks (GNNs) aim to reveal the underlying reasoning behind model predictions, attributing their decisions to specific subgraphs that are informative.…