Graph Classification on ogbg-molhiv
0.8094ROC-AUCCIN
Evaluation results
| Method | Links | |
|---|---|---|
| CIN2023.06 | 0.8094 | |
| CIN2023.06 | 0.8094 | |
| CIN++2023.06 | 0.8063 | |
| CINvariant=small2023.06 | 0.8055 | |
| Graphormer2023.06 | 0.8051 | |
| DGSN2022.10 | 0.8039 | |
| CIN++variant=small2023.06 | 0.8026 | |
| PF-GNN2022.10 | 0.8015 | |
| OGE-Aug2024.10 | 0.8001 | |
| DGN2023.06 | 0.797 | |
| DGN2023.06 | 0.797 | |
| PathNN-SP+K=22023.06 | 0.7917 | |
| GDGINBackbone=GIN2022.10 | 0.7907 | |
| PNA2023.06 | 0.7905 | |
| PNA2023.06 | 0.7905 | |
| PathNN-APK=22023.06 | 0.7884 | |
| HIMP2023.06 | 0.788 | |
| HIMP2023.06 | 0.788 | |
| GraphGPS2024.10 | 0.788 | |
| GatedGCN2024.10 | 0.7874 | |
| PathNN-SPK=22023.06 | 0.7862 | |
| DeeperGCN2020.06 | 0.786 | |
| GRWNN2023.06 | 0.7838 | |
| Nested-GCN2022.10 | 0.7834 | |
| AgentNet2023.06 | 0.7833 | |
| GIN-AK2022.10 | 0.7822 | |
| ESAN2023.06 | 0.78 | |
| BN-PoolPooler=BN-Pool2025.01 | 0.78 | |
| GSN2023.06 | 0.7799 | |
| GSN2023.06 | 0.7799 | |
| SAN2024.10 | 0.7785 | |
| GatedGCN2020.06 | 0.777 | |
| GINvirtual nodes=true2020.06 | 0.771 | |
| E-SPN2023.06 | 0.771 | |
| GIN2023.06 | 0.7707 | |
| GIN2024.10 | 0.7707 | |
| DMoNPooler=DMoN2025.01 | 0.77 | |
| GCN+FLAG2023.06 | 0.7683 | |
| GIN+FLAG2023.06 | 0.7654 | |
| RADE-OFSBackbone=GCN2026.05 | 0.7628 | |
| GCN2020.06 | 0.761 | |
| RADE-OFBackbone=GCN2026.05 | 0.7609 | |
| GCN2023.06 | 0.7606 | |
| GCN2023.06 | 0.7606 | |
| DropNodeBackbone=GCN2026.05 | 0.7604 | |
| DropEdgeBackbone=GCN2026.05 | 0.7601 | |
| Top-kPooler=Top-k2025.01 | 0.76 | |
| MinCutPooler=MinCut2025.01 | 0.76 | |
| GCN2024.10 | 0.7599 | |
| multi-head GATheads=3, 4, or 52020.12 | 0.7581 | |
| GINvirtual nodes=false2020.06 | 0.756 | |
| GIN2022.10 | 0.7558 | |
| GIN2023.06 | 0.7558 | |
| GCNBackbone=GCN2026.05 | 0.7521 | |
| SEPPooler=SEP2025.01 | 0.75 | |
| RADE-OFSBackbone=GIN2026.05 | 0.7452 | |
| RADE-OFBackbone=GIN2026.05 | 0.743 | |
| DropMessageBackbone=GCN2026.05 | 0.7421 | |
| DropMessageBackbone=GIN2026.05 | 0.7418 | |
| DropEdgeBackbone=GIN2026.05 | 0.7402 | |
| -Pooler=-2025.01 | 0.74 | |
| GraclusPooler=Graclus2025.01 | 0.74 | |
| ECPoolPooler=ECPool2025.01 | 0.74 | |
| k-MISPooler=k-MIS2025.01 | 0.74 | |
| EigenPooler=Eigen2025.01 | 0.74 | |
| HOSCPooler=HOSC2025.01 | 0.74 | |
| DropoutBackbone=GCN2026.05 | 0.74 | |
| DropoutBackbone=GIN2026.05 | 0.7398 | |
| DropNodeBackbone=GIN2026.05 | 0.739 | |
| GINBackbone=GIN2026.05 | 0.7384 | |
| JBGNNPooler=JBGNN2025.01 | 0.73 | |
| RADE-OFSBackbone=GAT2026.05 | 0.7055 | |
| RADE-OFBackbone=GAT2026.05 | 0.7048 | |
| DropNodeBackbone=GAT2026.05 | 0.7001 | |
| DiffPoolPooler=DiffPool2025.01 | 0.7 | |
| DropMessageBackbone=GAT2026.05 | 0.6982 | |
| DropEdgeBackbone=GAT2026.05 | 0.6963 | |
| DropoutBackbone=GAT2026.05 | 0.6935 | |
| GATBackbone=GAT2026.05 | 0.6841 | |
| GILTshot=5-shot2025.10 | 0.6581 | |
| GATshot=5-shot2025.10 | 0.5589 | |
| GCNshot=5-shot2025.10 | 0.5556 | |
| GFTshot=5-shot2025.10 | 0.5186 | |
| OFAshot=5-shot2025.10 | 0.5045 |