VQ-GNN: A Universal Framework to Scale up Graph Neural Networks using Vector Quantization

Benchmark Model Rank Results
link-property-prediction-on-ogbl-collabVQ-GNN (SAGE-Mean)#17Test Hits@50: 0.4673 ± 0.0164 .
link-property-prediction-on-ogbl-collabVQ-GNN (GCN)#19Test Hits@50: 0.4316 ± 0.0134
link-property-prediction-on-ogbl-collabVQ-GNN (GAT)#20Test Hits@50: 0.4102 ± 0.0099
node-classification-on-ppiVQ-GNN (GAT)#15F1: 97.37
node-classification-on-redditVQ-GNN (SAGE-Mean)#11Accuracy: 94.5 ± .0024