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GNNGUARD: DefendingGraphNeuralNetworks againstAdversarialAttacks

Neural Information Processing Systems

However, recent findings indicate that small, unnoticeable perturbations of graph structure can catastrophically reduce performance of even the strongest andmost popular Graph Neural Networks (GNNs).