Ganlin Liu

Adversarial Label Poisoning Attack on Graph Neural Networks via Label Propagation

"Graph neural networks (GNNs) have achieved outstanding performance in semi-supervised learning tasks with partially labeled graph structured data. However, labeling graph data for training is a challenging task, and inaccurate labels may mislead the training process to erroneous GNN models for node…