Neighbor-anchoring adversarial graph neural networks

• Main Authors: LIU, Zemin, FANG, Yuan, LIU, Yong, ZHENG, Vincent W.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Neighbor-anchoring; generative adversarial network; graph neural network; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/8200; https://ink.library.smu.edu.sg/context/sis_research/article/9203/viewcontent/TKDE21_NAGNN.pdf
• Institution: Singapore Management University

Graph neural networks (GNNs) have witnessed widespread adoption due to their ability to learn superior representations for graph data. While GNNs exhibit strong discriminative power, they often fall short of learning the underlying node distribution for increased robustness. To deal with this, inspi...