Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification

Benchmark Model Rank Results
node-property-prediction-on-ogbn-arxivUniMP_v2#23Test Accuracy: 0.7397 ± 0.0015Ext. data: No
node-property-prediction-on-ogbn-arxivUniMP_large#27Test Accuracy: 0.7379 ± 0.0014Ext. data: No
node-property-prediction-on-ogbn-arxivUniMP#39Test Accuracy: 0.7311 ± 0.0020Ext. data: No
node-property-prediction-on-ogbn-papers100mTransformerConv#9Test Accuracy: 0.6736 ± 0.0010Ext. data: No
node-property-prediction-on-ogbn-productsUniMP#28Test Accuracy: 0.8256 ± 0.0031Ext. data: No
node-property-prediction-on-ogbn-proteinsUniMP+CrossEdgeFeat#9Ext. data: NoTest ROC-AUC: 0.8691 ± 0.0018
node-property-prediction-on-ogbn-proteinsUniMP#11Ext. data: NoTest ROC-AUC: 0.8642 ± 0.0008