Graph Classification on OGBG-MOLHIV v1 (test)
0.8039ROC-AUCP-WL
Evaluation results
| Method | Links | |
|---|---|---|
| P-WL2020.06 | 0.8039 | |
| GSNBase Architecture=DGN, Vector Field=Substructures2020.06 | 0.8039 | |
| DGN + eigenvectorsVector Field=Eigenvectors2020.06 | 0.797 | |
| DeeperGCN+FLAGAugmentation=FLAG2020.06 | 0.7942 | |
| PHC-GNN2020.06 | 0.7934 | |
| GDeRRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.791 | |
| PNA2020.06 | 0.7905 | |
| GCN+GraphNormNormalization=GraphNorm2020.06 | 0.7883 | |
| HIMP2020.06 | 0.788 | |
| GDeRRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.787 | |
| Whole DatasetRemaining Ratio %=100, Backbone=GraphGPS2024.10 | 0.787 | |
| e-greedyRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.786 | |
| DeeperGCN2020.06 | 0.7858 | |
| InfoBatchRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.785 | |
| Soft RandomRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.781 | |
| GlisterRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.78 | |
| UCBRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.78 | |
| GSNBase Architecture=GIN+VN2020.06 | 0.7799 | |
| CraigRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.779 | |
| InfoBatchRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.778 | |
| EL2N-20Remaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.777 | |
| MarginRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.775 | |
| GraNd-4Remaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.775 | |
| InfluenceRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.774 | |
| Least ConfidenceRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.773 | |
| GIN+VNVirtual Node=Yes2020.06 | 0.7707 | |
| ForgettingRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.769 | |
| EL2N-20Remaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.769 | |
| DPRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.769 | |
| GDeRRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.769 | |
| CDRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.767 | |
| e-greedyRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.766 | |
| GDeRRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.765 | |
| UCBRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.763 | |
| CraigRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.76 | |
| DPRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.76 | |
| HerdingRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.759 | |
| Least ConfidenceRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.758 | |
| MarginRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.758 | |
| GlisterRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.758 | |
| RandomRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.756 | |
| ForgettingRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.756 | |
| InfoBatchRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.756 | |
| DeepFoolRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.755 | |
| EL2N-20Remaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.755 | |
| UCBRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.755 | |
| CDRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.753 | |
| GraNd-4Remaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.753 | |
| InfoBatchRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.75 | |
| DeepFoolRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.749 | |
| e-greedyRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.749 | |
| UCBRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.749 | |
| ForgettingRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.748 | |
| InfluenceRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.748 | |
| e-greedyRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.747 | |
| HerdingRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.745 | |
| MarginRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.744 | |
| CraigRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.744 | |
| Soft RandomRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.744 | |
| Least ConfidenceRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.742 | |
| ForgettingRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.742 | |
| GraNd-4Remaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.742 | |
| DPRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.741 | |
| Soft RandomRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.741 | |
| MarginRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.74 | |
| GlisterRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.74 | |
| EL2N-20Remaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.74 | |
| Soft RandomRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 0.74 | |
| K-CenterRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.739 | |
| Least ConfidenceRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.739 | |
| GraNd-4Remaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.738 | |
| InfluenceRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.737 | |
| GlisterRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.736 | |
| CraigRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.735 | |
| RandomRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.734 | |
| HerdingRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.733 | |
| DeepFoolRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.733 | |
| CDRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.73 | |
| InfluenceRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.729 | |
| RandomRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.727 | |
| CDRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.726 | |
| K-CenterRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.726 | |
| DeepFoolRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.722 | |
| DPRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.72 | |
| K-CenterRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.708 | |
| HerdingRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.695 | |
| RandomRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.693 | |
| K-CenterRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 0.672 |