Taming Gradient Oversmoothing and Expansion in Graph Neural Networks

MoonJeong Park, Dongwoo Kim

Oversmoothing has been claimed as a primary bottleneck for multi-layered graph neural networks (GNNs). Multiple analyses have examined how and why oversmoothing occurs. However, no…