Node Property Prediction on ogbn-proteins (test)
0.8642ROC AUCUniMP
Evaluation Results
| Method | Links | |
|---|---|---|
| UniMPParams=1,909,1042020.09 | 0.8642 | |
| DeeperGCN + FLAGBackbone=DeeperGCN, FLAG Augmentation=true2020.10 | 0.8596 | |
| DeeperGCNParams=2,374,5682020.09 | 0.858 | |
| DeeperGCNBackbone=DeeperGCN, FLAG Augmentation=false2020.10 | 0.858 | |
| DeepGCNParams=2,374,4562020.09 | 0.8496 | |
| MWE-DGCNParams=538,5442020.09 | 0.8436 | |
| GAT-NSVariant=NGNN2021.11 | 0.8191 | |
| GAT-FLAGVariant=NGNN2021.11 | 0.8184 | |
| GAT-FLAGVariant=Vanilla2021.11 | 0.8181 | |
| GAT-NSVariant=Vanilla2021.11 | 0.8176 | |
| SGFormer2023.06 | 0.7953 | |
| GATv2Attn. Heads=82021.05 | 0.7952 | |
| GATAttn. Heads=82021.05 | 0.7863 | |
| GeniePath-BS2020.09 | 0.7825 | |
| GaANParams=316,7542020.09 | 0.7803 | |
| GraphSAGEAttn. Heads=02021.05 | 0.7768 | |
| GraphSAGEBackbone=GraphSAGE, FLAG Augmentation=false2020.10 | 0.7768 | |
| NodeFormer2023.06 | 0.7745 | |
| GATv2Attn. Heads=12021.05 | 0.7723 | |
| GraphSAGE + FLAGBackbone=GraphSAGE, FLAG Augmentation=true2020.10 | 0.7657 | |
| GraphSageVariant=NGNN2021.11 | 0.763 | |
| GraphSageVariant=Vanilla2021.11 | 0.7567 | |
| GAT-NSampler2023.06 | 0.7463 | |
| GCN-NSampler2023.06 | 0.7351 | |
| GCNAttn. Heads=02021.05 | 0.7251 | |
| GCNBackbone=GCN, FLAG Augmentation=false2020.10 | 0.7251 | |
| GCN2023.06 | 0.7251 | |
| MLP2023.06 | 0.7204 | |
| GCN + FLAGBackbone=GCN, FLAG Augmentation=true2020.10 | 0.7171 | |
| SIGN2023.06 | 0.7124 | |
| GATAttn. Heads=12021.05 | 0.7077 | |
| SGC2023.06 | 0.7031 | |
| GraphSage-ClusterVariant=NGNN2021.11 | 0.6812 | |
| GraphSage-ClusterVariant=Vanilla2021.11 | 0.6745 |