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2026 1

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Self-supervised Adversarial Purification for Graph Neural Networks

cs.LG · 2026-05-22 · unverdicted · novelty 6.0

GPR-GAE is a novel self-supervised graph auto-encoder purifier using multiple GPR filters and multi-step recovery that delivers state-of-the-art robustness for GNNs against structural attacks as a plug-and-play module.

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  • Self-supervised Adversarial Purification for Graph Neural Networks cs.LG · 2026-05-22 · unverdicted · none · ref 16

    GPR-GAE is a novel self-supervised graph auto-encoder purifier using multiple GPR filters and multi-step recovery that delivers state-of-the-art robustness for GNNs against structural attacks as a plug-and-play module.