Exploring Connected Subgraph Explanations for Knowledge Graph Completion

KGExplainer, a model-agnostic method, identifies connected subgraph explanations and distills an evaluator to assess them quantitatively, overcoming the limitations of existing KGE-based explanation methods that focus on exploring key paths or isolated edges as explanations.