Generalizing graph neural networks across graphs, time, and tasks

• Main Author: WEN, Zhihao
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: GNN; node classification; link prediction; inductive; generalization; meta-learning; Hawkes-process; contrastive pre-training; Graphics and Human Computer Interfaces; OS and Networks
• Online Access: https://ink.library.smu.edu.sg/etd_coll/507; https://ink.library.smu.edu.sg/context/etd_coll/article/1505/viewcontent/GPIS_AY2019_PhD_WEN_Zhihao.pdf
• Institution: Singapore Management University

Graph-structured data are ubiquitous across numerous real-world contexts, encompassing social networks, commercial graphs, bibliographic networks, and biological systems. Delving into the analysis of these graphs can yield significant understanding pertaining to their corresponding application field...