The implementations of Graph Convolutional Neural Networks.

Models

GCN

• Semi-Supervised Classification with Graph Convolutional Networks
• Thomas N. Kipf, Max Welling
• ICLR 2017

GAT

• Graph Attention Networks
• Petar Veličković, Guillem Cucurull, Arantxa Casanova, Adriana Romero, Pietro Liò, Yoshua Bengio
• ICLR 2018

APPNP, PPNP

• Predict then Propagate: Graph Neural Networks meet Personalized PageRank
• Johannes Klicpera, Aleksandar Bojchevski, Stephan Günnemann
• ICLR 2019

SGC

• Simplifying Graph Convolutional Networks
• Felix Wu, Tianyi Zhang, Amauri Holanda de Souza Jr., Christopher Fifty, Tao Yu, Kilian Q. Weinberger
• ICML 2019

Datasets

• Cora, Citeseer, Pubmed
  • from planetoid
• MS_Academics_CS, MS_Academics_Phy
  • from gnn-benchmark
• Amazon_Electronics_Computers, Amazon_Electronics_Photo
  • from gnn-benchmark
• Chameleon, Cornell, Firm, Squirrel, Texas, Wisconsin
  • from geom-gcn