SGS-GNN: A Supervised Graph Sparsification method for Graph Neural Networks

Siddhartha Shankar Das, Naheed Anjum Arafat, Muftiqur Rahman +3

We propose SGS-GNN, a novel supervised graph sparsifier that learns the sampling probability distribution of edges and samples sparse subgraphs of a user-specified size to reduce t…