Robust Optimization as Data Augmentation for Large-scale Graphs

Benchmark Model Rank Results
graph-property-prediction-on-ogbg-molhivDeeperGCN+FLAG#16Test ROC-AUC: 0.7942 ± 0.0120Ext. data: No
graph-property-prediction-on-ogbg-molhivGIN+virtual node+FLAG#27Test ROC-AUC: 0.7748 ± 0.0096Ext. data: No
graph-property-prediction-on-ogbg-molhivGCN+FLAG#30Test ROC-AUC: 0.7683 ± 0.0102Ext. data: No
graph-property-prediction-on-ogbg-molhivGIN+FLAG#31Test ROC-AUC: 0.7654 ± 0.0114Ext. data: No
graph-property-prediction-on-ogbg-molpcbaDeeperGCN+virtual node+FLAG#17Test AP: 0.2842 ± 0.0043Ext. data: NoValidation AP: 0.2952 ± 0.0029
graph-property-prediction-on-ogbg-molpcbaGIN+virtual node+FLAG#19Test AP: 0.2834 ± 0.0038Ext. data: NoValidation AP: 0.2912 ± 0.0026
graph-property-prediction-on-ogbg-molpcbaGCN+virtual node+FLAG#23Test AP: 0.2483 ± 0.0037Ext. data: NoValidation AP: 0.2556 ± 0.0040
graph-property-prediction-on-ogbg-molpcbaGIN+FLAG#25Test AP: 0.2395 ± 0.0040Ext. data: NoValidation AP: 0.2451 ± 0.0042
graph-property-prediction-on-ogbg-molpcbaGCN+FLAG#28Test AP: 0.2116 ± 0.0017Ext. data: NoValidation AP: 0.2150 ± 0.0022
graph-property-prediction-on-ogbg-ppaDeeperGCN+FLAG#6Ext. data: NoTest Accuracy: 0.7752 ± 0.0069
graph-property-prediction-on-ogbg-ppaGIN+virtual node+FLAG#8Ext. data: NoTest Accuracy: 0.7245 ± 0.0114
graph-property-prediction-on-ogbg-ppaGCN+virtual node+FLAG#10Ext. data: NoTest Accuracy: 0.6944 ± 0.0052
graph-property-prediction-on-ogbg-ppaGIN+FLAG#11Ext. data: NoTest Accuracy: 0.6905 ± 0.0092
node-property-prediction-on-ogbn-arxivGAT+FLAG#29Test Accuracy: 0.7371 ± 0.0013Ext. data: No
node-property-prediction-on-ogbn-arxivGCN_res + 8 layers + FLAG#47Test Accuracy: 0.7276 ± 0.0024Ext. data: No
node-property-prediction-on-ogbn-arxivGraphSAGE+FLAG#56Test Accuracy: 0.7219 ± 0.0021Ext. data: No
node-property-prediction-on-ogbn-arxivDeeperGCN+FLAG#58Test Accuracy: 0.7214 ± 0.0019Ext. data: No
node-property-prediction-on-ogbn-arxivGCN+FLAG#60Test Accuracy: 0.7204 ± 0.0020Ext. data: No
node-property-prediction-on-ogbn-arxivMLP+FLAG#73Test Accuracy: 0.5602 ± 0.0019Ext. data: No
node-property-prediction-on-ogbn-magR-GCN+FLAG#27Test Accuracy: 0.4737 ± 0.0048Ext. data: No
node-property-prediction-on-ogbn-productsDeeperGCN+FLAG#31Test Accuracy: 0.8193 ± 0.0031Ext. data: No
node-property-prediction-on-ogbn-productsGAT+FLAG#32Test Accuracy: 0.8176 ± 0.0045Ext. data: No
node-property-prediction-on-ogbn-productsGraphSAGE+FLAG#45Test Accuracy: 0.7936 ± 0.0057Ext. data: No
node-property-prediction-on-ogbn-productsMLP+FLAG#56Test Accuracy: 0.6241 ± 0.0016Ext. data: No
node-property-prediction-on-ogbn-proteinsDeeperGCN+FLAG#12Ext. data: NoTest ROC-AUC: 0.8596 ± 0.0027