Neighbor-anchoring adversarial graph neural networks (extended abstract)

• Main Authors: LIU, Zemin, FANG, Yuan, LIU, Yong, Zheng, Vincent W.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Databases and Information Systems; OS and Networks
• Online Access: https://ink.library.smu.edu.sg/sis_research/7498; https://ink.library.smu.edu.sg/context/sis_research/article/8501/viewcontent/ICDE22_NAGNN.pdf
• Institution: Singapore Management University

While graph neural networks (GNNs) exhibit strong discriminative power, they often fall short of learning the underlying node distribution for increased robustness. To deal with this, inspired by generative adversarial networks (GANs), we investigate the problem of adversarial learning on graph neur...