Tree Decomposed Graph Neural Network

Published in Proceedings of the 30th ACM International Conference on Information & Knowledge Management, 2021

Recommended citation: In this work, we propose to decompose the computational graph of each node for classification on homophily and heterophily graphs. In addition, we demonstrate that higher-order topological dependencies is much more important than incorporating higher-layer node features /files/pdf/research/tdgnn.pdf