Survey for Graph Machine Learning

Awesome Graph Machine Learning

Survey on Graph Neural Networks

Wu, Zonghan, Shirui Pan, Fengwen Chen, Guodong Long, Chengqi Zhang, and Philip S. Yu. 2021. “A Comprehensive Survey on Graph Neural Networks.” IEEE Transactions on Neural Networks and Learning Systems 32 (1): 4–24.
Zhang, Z., P. Cui, and W. Zhu. 2020. “Deep Learning on Graphs: A Survey.” IEEE Transactions on Knowledge and Data Engineering, 1–1.
Zhou, Jie, Ganqu Cui, Zhengyan Zhang, Cheng Yang, Zhiyuan Liu, Lifeng Wang, Changcheng Li, and Maosong Sun. 2018. “Graph Neural Networks: A Review of Methods and Applications.” arXiv [cs.LG]. arXiv. http://arxiv.org/abs/1812.08434.

Analysis of Graph Neural Networks

Xu, Keyulu, Weihua Hu, Jure Leskovec, and Stefanie Jegelka. 2018. “How Powerful Are Graph Neural Networks?” arXiv [cs.LG]. arXiv. http://arxiv.org/abs/1810.00826.

Applications of Graph Neural Networks

Caramalau, Razvan, Binod Bhattarai, and Tae-Kyun Kim. 2020. “Sequential Graph Convolutional Network for Active Learning.” arXiv [cs.CV]. arXiv. http://arxiv.org/abs/2006.10219.