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Certifiable Robustness to Graph Perturbations

<p align="center"> <img src="https://www.in.tum.de/fileadmin/w00bws/daml/graph_cert/graph_cert_overview.png"> </p>

Preliminary reference implementation.

Requirements

Demo

See the notebook Local Budget Demo.ipynb for a demo on how to compute the certificate for local budget only. See the notebook Adversarial Training Demo.ipynb for a demo comparing the different training schemes.

Cite

Please cite our paper if you use this code in your own work:

@inproceedings{bojchevski2019certifiable,
  title =      {Certifiable Robustness to Graph Perturbations},
  author =     {Aleksandar Bojchevski and Stephan G{\"{u}}nnemann},
  booktitle =  {Neural Information Processing Systems, {NeurIPS}},
  year =       {2019},
}