Graph-Skeleton: Efficient Compression for Billion-Scale Graphs

The author argues that compressing background nodes in web graphs can significantly enhance efficiency and performance in target node classification tasks. The proposed Graph-Skeleton model effectively condenses background nodes while maintaining target nodes, leading to superior results compared to other compression methods.