On the Two Sides of Redundancy in Graph Neural Networks

Franka Bause, Samir Moustafa, Johannes Langguth +2

Message passing neural networks iteratively generate node embeddings by aggregating information from neighboring nodes. With increasing depth, information from more distant nodes i…