Certifiable Robustness of Graph Convolutional Networks under Structure Perturbations

Author:

Zügner Daniel1,Günnemann Stephan1

Affiliation:

1. Technical University of Munich, Munich, Germany

Funder

Bundesministerium für Bildung und Forschung

Deutsche Forschungsgemeinschaft

Publisher

ACM

Reference19 articles.

1. Jointly Constrained Biconvex Programming

2. Aleksandar Bojchevski and Stephan Günnemann. 2019. Adversarial Attacks on Node Embeddings via Graph Poisoning. In ICML. Aleksandar Bojchevski and Stephan Günnemann. 2019. Adversarial Attacks on Node Embeddings via Graph Poisoning. In ICML.

3. Aleksandar Bojchevski and Stephan Günnemann. 2019. Certifiable Robustness to Graph Perturbations. In NeurIPS. 8317--8328. Aleksandar Bojchevski and Stephan Günnemann. 2019. Certifiable Robustness to Graph Perturbations. In NeurIPS. 8317--8328.

4. Aleksandar Bojchevski and Stephan Günnemann. 2020. Efficient Robustness Certificates for Discrete Data: Sparsity-Aware Randomized Smoothing for Graphs Images and More. In ICML. Aleksandar Bojchevski and Stephan Günnemann. 2020. Efficient Robustness Certificates for Discrete Data: Sparsity-Aware Randomized Smoothing for Graphs Images and More. In ICML.

5. Hanjun Dai Hui Li Tian Tian Xin Huang Lin Wang Jun Zhu and Le Song. 2018. Adversarial Attack on Graph Structured Data. In ICML. Hanjun Dai Hui Li Tian Tian Xin Huang Lin Wang Jun Zhu and Le Song. 2018. Adversarial Attack on Graph Structured Data. In ICML.

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