Manthan Dalmia

GraphTrail: Translating GNN Predictions into Human-Interpretable Logical Rules

Instance-level explanation of graph neural networks (GNNs) is a well-studied area. These explainers, however, only explain an instance (e.g., a graph) and fail to uncover the combinatorial reasoning learned by a GNN from the training data towards making its predictions. In this work, we introduce Gr…