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Intruding with Words: Towards Understanding Graph Injection Attacks at the Text Level

Neural Information Processing Systems

Graph Neural Networks (GNNs) excel across various applications but remain vulnerable to adversarial attacks, particularly Graph Injection Attacks (GIAs), which inject malicious nodes into the original graph and pose realistic threats.


Intruding with Words: Towards Understanding Graph Injection Attacks at the Text Level

Neural Information Processing Systems

Graph Neural Networks (GNNs) excel across various applications but remain vulnerable to adversarial attacks, particularly Graph Injection Attacks (GIAs), which inject malicious nodes into the original graph and pose realistic threats.