Graph Neural Network

Adversarial Model Extraction on Graph Neural Networks

Authors: David DeFazio, Arti Ramesh | Published: 2019-12-16
Graph Neural Network
Model Design
Fundamentals of Machine Learning

Certifiable Robustness to Graph Perturbations

Authors: Aleksandar Bojchevski, Stephan Günnemann | Published: 2019-10-31 | Updated: 2019-12-19
Graph Neural Network
Attack Method
Vulnerability Assessment Method

Edge Dithering for Robust Adaptive Graph Convolutional Networks

Authors: Vassilis N. Ioannidis, Georgios B. Giannakis | Published: 2019-10-21
Graph Neural Network
Poisoning
Model Architecture

Heterogeneous Graph Matching Networks

Authors: Shen Wang, Zhengzhang Chen, Xiao Yu, Ding Li, Jingchao Ni, Lu-An Tang, Jiaping Gui, Zhichun Li, Haifeng Chen, Philip S. Yu | Published: 2019-10-17
Graph Neural Network
Graph Representation Learning
Cyber Threat