Motif graph neural network

• Main Authors: CHEN, Xuexin, CAI, Ruicui, FANG, Yuan, WU, Min, LI, Zijian, HAO, Zhifeng
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Graph neural network (GNN); graph representation; high-order structure; motif; Databases and Information Systems; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/9319; https://ink.library.smu.edu.sg/context/sis_research/article/10319/viewcontent/MotifGraphNeuralNetword_av.pdf
• Institution: Singapore Management University

Graphs can model complicated interactions between entities, which naturally emerge in many important applications. These applications can often be cast into standard graph learning tasks, in which a crucial step is to learn low-dimensional graph representations. Graph neural networks (GNNs) are curr...