Diagnosing GNN Failure Modes with Layer-Wise Probe Entropy

Shanzi Bao, Mar Gonzàlez I Català, Pietro Liò

Graph neural networks (GNNs) are typically evaluated only at their final layer, obscuring how task-relevant information evolves during message passing. We introduce a post-hoc diag…