Graph Classification on OGBG-MOLPCBA v1 (test)
27.6APGDeR
Evaluation results
| Method | Links | |
|---|---|---|
| GDeRRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 27.6 | |
| GDeRRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 27.4 | |
| UCBRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 27.2 | |
| InfoBatchRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 27.2 | |
| Whole DatasetRemaining Ratio %=100, Backbone=GraphGPS2024.10 | 27.2 | |
| CraigRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 27.1 | |
| Soft RandomRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 27.1 | |
| MarginRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 27 | |
| GlisterRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 27 | |
| e-greedyRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 27 | |
| GraNd-4Remaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 26.9 | |
| ForgettingRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 26.8 | |
| InfoBatchRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 26.7 | |
| InfluenceRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 26.6 | |
| DeepFoolRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 26.5 | |
| UCBRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 26.5 | |
| CDRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 26.4 | |
| DPRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 26.4 | |
| RandomRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 26.3 | |
| e-greedyRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 26.3 | |
| K-CenterRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 26.1 | |
| Least ConfidenceRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 26 | |
| EL2N-20Remaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 26 | |
| Soft RandomRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 26 | |
| DPRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 24.9 | |
| GlisterRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 24.8 | |
| InfoBatchRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 24.6 | |
| CraigRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 24.5 | |
| GDeRRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 24.5 | |
| UCBRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 24.1 | |
| EL2N-20Remaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 24 | |
| RandomRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 23.9 | |
| MarginRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 23.9 | |
| UCBRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 23.7 | |
| GraNd-4Remaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 23.6 | |
| Least ConfidenceRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 23.5 | |
| InfluenceRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 23.5 | |
| InfoBatchRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 23.5 | |
| GDeRRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 23.4 | |
| ForgettingRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 23.3 | |
| DeepFoolRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 23.2 | |
| e-greedyRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 23.1 | |
| HerdingRemaining Ratio %=70, Backbone=GraphGPS, Pruning Category=Static2024.10 | 23 | |
| EL2N-20Remaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 22.9 | |
| K-CenterRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 22.8 | |
| e-greedyRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 22.8 | |
| CraigRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 22.7 | |
| GlisterRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 22.5 | |
| Soft RandomRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 22.4 | |
| Least ConfidenceRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 21.9 | |
| ForgettingRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 21.9 | |
| DeepFoolRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 21.9 | |
| InfluenceRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 21.9 | |
| RandomRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 21.7 | |
| CDRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 21.7 | |
| MarginRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 21.5 | |
| DPRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 21.5 | |
| Soft RandomRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Dynamic2024.10 | 21.5 | |
| GraNd-4Remaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 21.3 | |
| CDRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 20.7 | |
| GlisterRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 19.9 | |
| DPRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 19.6 | |
| RandomRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 19.4 | |
| K-CenterRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 19.4 | |
| Least ConfidenceRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 19.4 | |
| EL2N-20Remaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 19.1 | |
| MarginRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 18.8 | |
| CraigRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 18.7 | |
| ForgettingRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 18.3 | |
| CDRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 18 | |
| GraNd-4Remaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 18 | |
| HerdingRemaining Ratio %=50, Backbone=GraphGPS, Pruning Category=Static2024.10 | 17.8 | |
| InfluenceRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 17.7 | |
| DeepFoolRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 17.6 | |
| K-CenterRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 16.9 | |
| HerdingRemaining Ratio %=30, Backbone=GraphGPS, Pruning Category=Static2024.10 | 14 | |
| HerdingRemaining Ratio %=20, Backbone=GraphGPS, Pruning Category=Static2024.10 | 13.3 |