From Phase Transition to Systemic Failure: A Decoupled Analytics Framework for GNN Robustness

Shuai Yan, Dan Peng, Jie Li +1

Data quality is a major bottleneck for the reliable deployment of graph neural networks (GNNs) in real-world graph mining tasks. Among various sources of degradation, label noise a…