Logical Distillation of Graph Neural Networks

Alexander Pluska, Pascal Welke, Thomas Gärtner, Sagar Malhotra

Abstract: We present a logic based interpretable model for learning on graphs and an algorithm to distill this model from a Graph Neural Network (GNN). Recent results have shown connections between the expre...