The Self-Loop Paradox: Investigating the Impact of Self-Loops on Graph Neural Networks

Moritz Lampert, Ingo Scholtes

Many Graph Neural Networks (GNNs) add self-loops to a graph to include feature information about a node itself at each layer. However, if the GNN consists of more than one layer, t…