Graph Classification on DHFR
90.1AccuracyISP-GNN†
Evaluation results
| Method | Links | |
|---|---|---|
| ISP-GNN†Evaluation protocol=10-fold cross-validation2026.03 | 90.1 | |
| ISP-GNN_DegreeEvaluation protocol=10-fold cross-validation2026.03 | 89.5 | |
| BEC-GINEvaluation protocol=10-fold cross-validation2026.03 | 87.5 | |
| KP-GINEvaluation protocol=10-fold cross-validation2026.03 | 86.8 | |
| ISP-GNN_CoreEvaluation protocol=10-fold cross-validation2026.03 | 86.5 | |
| ID-GNNEvaluation protocol=10-fold cross-validation2026.03 | 86.1 | |
| GCBM-E2026.03 | 86.1 | |
| ISP-GNN_OnionEvaluation protocol=10-fold cross-validation2026.03 | 85.9 | |
| GSNEvaluation protocol=10-fold cross-validation2026.03 | 85.7 | |
| GraphSNNEvaluation protocol=10-fold cross-validation2026.03 | 85.7 | |
| GCBM2026.03 | 85.7 | |
| AC-GINEvaluation protocol=10-fold cross-validation2026.03 | 85.5 | |
| GIN-AK+Evaluation protocol=10-fold cross-validation2026.03 | 85.3 | |
| GRDL2026.03 | 85.1 | |
| GINEvaluation protocol=10-fold cross-validation2026.03 | 84.9 | |
| OT-GNN2026.03 | 84.8 | |
| WITTOPOPOOL2026.03 | 84.5 | |
| SAT2026.03 | 84.4 | |
| UnionGINEvaluation protocol=10-fold cross-validation2026.03 | 84.2 | |
| SEP2026.03 | 84.1 | |
| GMT2026.03 | 83.9 | |
| GRAPHORMER2026.03 | 83.7 | |
| ASAP2026.03 | 83.3 | |
| GAWL2026.03 | 83.1 | |
| WWL2026.03 | 82.7 | |
| DROPGIN2026.03 | 82.7 | |
| GIN2026.03 | 82.6 | |
| FWL2026.03 | 82.5 | |
| WL2026.03 | 82.4 | |
| WEGL2026.03 | 82.2 | |
| MINCUTPOOL2026.03 | 82.2 | |
| ECPLandmarks (K)=200, Evaluation Protocol=5 seeds x 10 folds2026.05 | 82 | |
| RetGKConfig Category=Top NT, Landmarks (K)=200, Evaluation Protocol=5 seeds x 10 folds2026.05 | 81.5 | |
| PALACELandmarks (K)=200, Evaluation Protocol=5 seeds x 10 folds, Filtration Selection=closed-form gamma-hat/sqrt(K)-selected2026.05 | 81 | |
| NC-GNNEvaluation protocol=10-fold cross-validation2026.03 | 80.7 | |
| PersLayLandmarks (K)=200, Evaluation Protocol=5 seeds x 10 folds2026.05 | 80.3 | |
| PLACELandmarks (K)=200, Evaluation Protocol=5 seeds x 10 folds2026.05 | 80 | |
| LEAP-LArchitecture=GCN, PE Strategy=LEAP-L2025.10 | 77.6 | |
| PGIB2026.03 | 77.4 | |
| GraphTrail2026.03 | 77.2 | |
| GDeRRemaining Ratio %=70, Type=Dynamic, Backbone=PNA2024.10 | 77.1 | |
| LEAP-LArchitecture=GAT, PE Strategy=LEAP-L2025.10 | 76.5 | |
| GlisterRemaining Ratio %=70, Type=Static, Backbone=PNA2024.10 | 76.4 | |
| Random*Remaining Ratio %=70, Type=Dynamic, Backbone=PNA2024.10 | 76.4 | |
| epsilon-greedyRemaining Ratio %=70, Type=Dynamic, Backbone=PNA2024.10 | 76.4 | |
| InfoBatchRemaining Ratio %=70, Type=Dynamic, Backbone=PNA2024.10 | 76.3 | |
| CraigRemaining Ratio %=70, Type=Static, Backbone=PNA2024.10 | 76.2 | |
| EL2N-20Remaining Ratio %=70, Type=Static, Backbone=PNA2024.10 | 76.2 | |
| LEAP-LArchitecture=GIN, PE Strategy=LEAP-L2025.10 | 76.2 | |
| CDRemaining Ratio %=70, Type=Static, Backbone=PNA2024.10 | 76.1 | |
| Least ConfidenceRemaining Ratio %=70, Type=Static, Backbone=PNA2024.10 | 76.1 | |
| GDeRRemaining Ratio %=50, Type=Dynamic, Backbone=PNA2024.10 | 76.1 | |
| ForgettingRemaining Ratio %=70, Type=Static, Backbone=PNA2024.10 | 76 | |
| UCBRemaining Ratio %=70, Type=Dynamic, Backbone=PNA2024.10 | 75.9 | |
| GDeRRemaining Ratio %=30, Type=Dynamic, Backbone=PNA2024.10 | 75.9 | |
| RandomRemaining Ratio %=70, Type=Static, Backbone=PNA2024.10 | 75.8 | |
| DeepFoolRemaining Ratio %=70, Type=Static, Backbone=PNA2024.10 | 75.8 | |
| GDeRRemaining Ratio %=20, Type=Dynamic, Backbone=PNA2024.10 | 75.7 | |
| LEAP-FArchitecture=GAT, PE Strategy=LEAP-F2025.10 | 75.7 | |
| LEAP-LArchitecture=NoMP, PE Strategy=LEAP-L2025.10 | 75.7 | |
| MarginRemaining Ratio %=70, Type=Static, Backbone=PNA2024.10 | 75.6 | |
| GraNd-4Remaining Ratio %=70, Type=Static, Backbone=PNA2024.10 | 75.6 | |
| DPRemaining Ratio %=70, Type=Static, Backbone=PNA2024.10 | 75.6 | |
| InfluenceRemaining Ratio %=70, Type=Static, Backbone=PNA2024.10 | 75.4 | |
| GlisterRemaining Ratio %=50, Type=Static, Backbone=PNA2024.10 | 75.2 | |
| EL2N-2Remaining Ratio %=70, Type=Static, Backbone=PNA2024.10 | 75 | |
| InfoBatchRemaining Ratio %=50, Type=Dynamic, Backbone=PNA2024.10 | 75 | |
| Least ConfidenceRemaining Ratio %=50, Type=Static, Backbone=PNA2024.10 | 74.8 | |
| Random*Remaining Ratio %=50, Type=Dynamic, Backbone=PNA2024.10 | 74.8 | |
| MarginRemaining Ratio %=50, Type=Static, Backbone=PNA2024.10 | 74.6 | |
| EL2N-2Remaining Ratio %=50, Type=Static, Backbone=PNA2024.10 | 74.6 | |
| EL2N-20Remaining Ratio %=50, Type=Static, Backbone=PNA2024.10 | 74.6 | |
| LEAP-FArchitecture=NoMP, PE Strategy=LEAP-F2025.10 | 74.3 | |
| ForgettingRemaining Ratio %=50, Type=Static, Backbone=PNA2024.10 | 74.1 | |
| epsilon-greedyRemaining Ratio %=50, Type=Dynamic, Backbone=PNA2024.10 | 74.1 | |
| LEAP-FArchitecture=GCN, PE Strategy=LEAP-F2025.10 | 74.1 | |
| CDRemaining Ratio %=50, Type=Static, Backbone=PNA2024.10 | 74 | |
| GraNd-4Remaining Ratio %=50, Type=Static, Backbone=PNA2024.10 | 74 | |
| DPRemaining Ratio %=50, Type=Static, Backbone=PNA2024.10 | 74 | |
| UCBRemaining Ratio %=50, Type=Dynamic, Backbone=PNA2024.10 | 74 | |
| EL2N-2Remaining Ratio %=30, Type=Static, Backbone=PNA2024.10 | 73.9 | |
| Random*Remaining Ratio %=30, Type=Dynamic, Backbone=PNA2024.10 | 73.9 | |
| LEAP-FArchitecture=GIN, PE Strategy=LEAP-F2025.10 | 73.9 | |
| RandomRemaining Ratio %=50, Type=Static, Backbone=PNA2024.10 | 73.7 | |
| CraigRemaining Ratio %=50, Type=Static, Backbone=PNA2024.10 | 73.7 | |
| InfluenceRemaining Ratio %=50, Type=Static, Backbone=PNA2024.10 | 73.7 | |
| InfoBatchRemaining Ratio %=30, Type=Dynamic, Backbone=PNA2024.10 | 73.7 | |
| No PEArchitecture=GAT, PE Strategy=None2025.10 | 73.7 | |
| HerdingRemaining Ratio %=70, Type=Static, Backbone=PNA2024.10 | 73.6 | |
| UCBRemaining Ratio %=30, Type=Dynamic, Backbone=PNA2024.10 | 73.5 | |
| Random*Remaining Ratio %=20, Type=Dynamic, Backbone=PNA2024.10 | 73.4 | |
| epsilon-greedyRemaining Ratio %=30, Type=Dynamic, Backbone=PNA2024.10 | 73.4 | |
| GlisterRemaining Ratio %=30, Type=Static, Backbone=PNA2024.10 | 73.3 | |
| InfoBatchRemaining Ratio %=20, Type=Dynamic, Backbone=PNA2024.10 | 73.3 | |
| RWPEArchitecture=NoMP, PE Strategy=RWPE2025.10 | 73.3 | |
| ForgettingRemaining Ratio %=30, Type=Static, Backbone=PNA2024.10 | 73.2 | |
| DeepFoolRemaining Ratio %=50, Type=Static, Backbone=PNA2024.10 | 73.2 | |
| epsilon-greedyRemaining Ratio %=20, Type=Dynamic, Backbone=PNA2024.10 | 73.1 | |
| UCBRemaining Ratio %=20, Type=Dynamic, Backbone=PNA2024.10 | 73.1 | |
| EL2N-20Remaining Ratio %=30, Type=Static, Backbone=PNA2024.10 | 73 |