AINeutralarXiv – CS AI · 9h ago6/10
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Why Self-Inconsistency Arises in GNN Explanations and How to Exploit It
Researchers identify why Graph Neural Network explanations produce inconsistent results when re-applied to their own outputs, attributing this to context perturbation during re-explanation. They propose Self-Denoising, a training-free post-processing method that improves explanation quality with minimal computational overhead.