Node Classification on ogbn-proteins (test)
0.8917ROC-AUCGIPA
Evaluation Results
| Method | Links | |
|---|---|---|
| GIPANumber of layers=62023.01 | 0.8917 | |
| GIPANumber of layers=32023.01 | 0.8877 | |
| AGDNParams=8.61M2020.12 | 0.8865 | |
| AGDN2023.01 | 0.8865 | |
| AGDN2023.12 | 0.8865 | |
| RevGNN-WideMem=7.91, Params=68.47M2021.06 | 0.8824 | |
| RevGNN-wideParams=68.47M2020.12 | 0.8824 | |
| RevGNN-wideArchitecture variant=wide2023.01 | 0.8824 | |
| RevGNN-DeepMem=2.86, Params=20.03M2021.06 | 0.8774 | |
| RevGNN-deepParams=20.03M2020.12 | 0.8774 | |
| RevGNN-deepArchitecture variant=deep2023.01 | 0.8774 | |
| GAT+BOTParams=2.48M2020.12 | 0.8765 | |
| GAT+BoTAugmentation=BoT2023.01 | 0.8765 | |
| GIPA2021.05 | 0.87 | |
| UniMP+CEFMem=27.2, Params=1.96M2021.06 | 0.8691 | |
| UniMP+CrossEdgeFeatfeature_enhancement=CrossEdgeFeat2021.05 | 0.8691 | |
| GATMem=6.74, Params=2.48M2021.06 | 0.8682 | |
| GAT2023.01 | 0.8682 | |
| GAT2021.05 | 0.8682 | |
| UniMPMem=27.2, Params=1.91M2021.06 | 0.8642 | |
| UniMPParams=1.91M2020.12 | 0.8642 | |
| UniMP2023.01 | 0.8642 | |
| UniMP2021.05 | 0.8642 | |
| DeeperGCNMem=27.1, Params=2.37M2021.06 | 0.8616 | |
| DeeperGCNParams=2.37M2020.12 | 0.858 | |
| DeeperGCN2023.01 | 0.858 | |
| DeeperGCN2023.12 | 0.858 | |
| GraphGPT-BModel Size=Base2023.12 | 0.8533 | |
| GAT2023.12 | 0.8501 | |
| DeeperGCN2021.05 | 0.8496 | |
| GraphGPT-MModel Size=Medium2023.12 | 0.8402 | |
| SMPNN + AttentionAugmentation=Linear global attention2024.10 | 0.8365 | |
| GraphGPT-SModel Size=Small2023.12 | 0.8356 | |
| SMPNN2024.10 | 0.8315 | |
| GraphSAGE2023.12 | 0.8221 | |
| SGFormer2023.12 | 0.7992 | |
| Polynormer2023.12 | 0.7953 | |
| SGFormer2024.10 | 0.7953 | |
| DIFFormer2024.10 | 0.7949 | |
| GOAT2023.12 | 0.7931 | |
| NodeFormer2023.12 | 0.7786 | |
| GraphSAGEMem=3.12, Params=193k2021.06 | 0.7768 | |
| GraphSAGEParams=0.19M2020.12 | 0.7768 | |
| GraphSAGE2023.01 | 0.7768 | |
| GraphSAGE2021.05 | 0.7768 | |
| Exphormer2023.12 | 0.7762 | |
| NodeFormer2024.10 | 0.7745 | |
| GCN2023.12 | 0.7729 | |
| GraphGPS2023.12 | 0.7715 | |
| GAT-NSampler2024.10 | 0.7463 | |
| GCN-NSampler2024.10 | 0.7351 | |
| GCNMem=4.68, Params=96.9k2021.06 | 0.7251 | |
| GCNParams=0.10M2020.12 | 0.7251 | |
| GCN2023.01 | 0.7251 | |
| GCN2021.05 | 0.7251 | |
| GCN2024.10 | 0.7251 | |
| NAGphormer2023.12 | 0.7217 | |
| MLP2021.05 | 0.7204 | |
| MLP2024.10 | 0.7204 | |
| SIGN2024.10 | 0.7124 | |
| SGC2024.10 | 0.7031 | |
| Linear Transformer2024.10 | 0.6087 |