Measuring and Relieving the Over-smoothing Problem for Graph Neural Networks from the Topological View

Deli Chen, Yankai Lin, Wei Li +3

Graph Neural Networks (GNNs) have achieved promising performance on a wide range of graph-based tasks. Despite their success, one severe limitation of GNNs is the over-smoothing is…