GNNCert: Deterministic Certification of Graph Neural Networks against Adversarial Perturbations

Zaishuo Xia, Han Yang, Binghui Wang, Jinyuan Jia
2/12/2026

No official code found. Best implementation: XiaFire/GNNCERT (10 stars, MIT, last commit 2024-04-04).

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XiaFire/GNNCERTCommunity55%
MIT

An official PyTorch implementation of "GNNCert: Deterministic Certification of Graph Neural Networks against Adversarial Perturbations" (ICLR 2024).

104Shell, PythonJan 17, 20242 years agoMIT

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@article{xia2026gnncert,
  title  = {GNNCert: Deterministic Certification of Graph Neural Networks against Adversarial Perturbations},
  author = {Zaishuo Xia and Han Yang and Binghui Wang and Jinyuan Jia},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:687abbb274492f95b2c0fe82137c009754456d4c},
  journal = {ICLR 2024 2024}
}

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