Generalizing graph neural networks across graphs, time, and tasks

• 主要作者: WEN, Zhihao
• 格式: text
• 語言: English
• 出版: Institutional Knowledge at Singapore Management University 2023
• 主題: GNN; node classification; link prediction; inductive; generalization; meta-learning; Hawkes-process; contrastive pre-training; Graphics and Human Computer Interfaces; OS and Networks
• 在線閱讀: 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

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...