Re-explanation context perturbation causes self-inconsistency in SI-GNN explanations via latent signal assignment; Self-Denoising calibrates them with one extra forward pass and improves quality per experiments on standard benchmarks.
Reconsidering faithfulness in regular, self-explainable and domain invariant gnns
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