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#gnn-robustness News & Analysis

2 articles tagged with #gnn-robustness. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · May 116/10
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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.