Label Deconvolution for Node Representation Learning on Large-scale Attributed Graphs against Learning Bias

Benchmark Model Rank Results
node-property-prediction-on-ogbn-arxivLD+REVGAT#5Test Accuracy: 0.7726 ± 0.0017Ext. data: Yes
node-property-prediction-on-ogbn-productsLD+GIANT+SAGN+SCR#4Test Accuracy: 0.8718 ± 0.0004Ext. data: Yes
node-property-prediction-on-ogbn-productsLD+GAMLP#9Test Accuracy: 0.8645 ± 0.0012Ext. data: Yes
node-property-prediction-on-ogbn-proteinsLD+GAT#1Ext. data: YesTest ROC-AUC: 0.8942 ± 0.0007