Abstract: Highlights•Proposed Attack-aid Graph Denoising improves the graph quality and robustness.•AGD enhances robustness by leveraging auxiliary attacks for edge manipulation.•Proposed Topology Knowledge Extraction adapts message-passing to isolate attacks.
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