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09/13/2022
Adversarial Inter-Group Link Injection Degrades the Fairness of Graph Neural Networks
We present evidence for the existence and effectiveness of adversarial a...
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07/23/2021
Structack: Structure-based Adversarial Attacks on Graph Neural Networks
Recent work has shown that graph neural networks (GNNs) are vulnerable t...
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10/30/2020
On the Impact of Communities on Semi-supervised Classification Using Graph Neural Networks
Graph Neural Networks (GNNs) are effective in many applications. Still, ...
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03/30/2020