Songtao Liu

How Powerful is Implicit Denoising in Graph Neural Networks

2022 · arXiv (Cornell University)

Graph Neural Networks (GNNs), which aggregate features from neighbors, are widely used for graph-structured data processing due to their powerful representation learning capabilities. It is generally believed that GNNs can implicitly remove the non-predictive noises. …