crossrefMachine Learning and Knowledge Extraction2024-12-18Cited by 6
Reliable and Faithful Generative Explainers for Graph Neural Networks
Yiqiao Li, Jianlong Zhou, Boyuan Zheng, Niusha Shafiabady, Fang Chen
Graph neural networks (GNNs) have been effectively implemented in a variety of real-world applications, although their underlying work mechanisms remain a mystery. To unveil this mystery and advocate for trustworthy decision-making, many GNN explainers have been proposed. However…