Robust Graph Neural Networks via Ensemble Learning

Robust Graph Neural Networks via Ensemble Learning

Graph neural networks (GNNs) have demonstrated a remarkable ability in the task of semi-supervised node classification. However, most existing GNNs suffer from the nonrobustness issues, which poses a great challenge for applying GNNs into sensitive scenarios. Some researchers concentrate on construc...

Full description

Bibliographic Details
Main Authors: Qi Lin, Shuo Yu, Ke Sun, Wenhong Zhao, Osama Alfarraj, Amr Tolba, Feng Xia
Format: Article
Language:English
Published: MDPI AG 2022-04-01
Series:Mathematics
Subjects:
graph neural networks
graph learning
ensemble learning
multilayer DropNode propagation
knowledge passing
Online Access:https://www.mdpi.com/2227-7390/10/8/1300

Internet

https://www.mdpi.com/2227-7390/10/8/1300

Similar Items