Robust GCN

This page is about our papers on robust graph convolutional networks.

Certifiable Robustness of Graph Convolutional Networks under Structure Perturbations

Daniel Zügner and Stephan Günnemann, published at the 26h ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2020.

[Paper | GitHub | Slides (KDD 2020) | BibTeX ]

Please cite our paper if you use our code, results, model, or slides.

Certifiable Robustness and Robust Training for Graph Convolutional Networks

Daniel Zügner and Stephan Günnemann, published at the 25th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2019.

[Paper | GitHub | Poster | Slides (KDD 2019) | BibTeX]

Please cite our paper if you use our code, results, model, slides or poster.