Graph Classification on COX2
90.3AccuracyISP-GNN†
Evaluation results
| Method | Links | |
|---|---|---|
| ISP-GNN†Evaluation protocol=10-fold cross-validation2026.03 | 90.3 | |
| ISP-GNN_DegreeEvaluation protocol=10-fold cross-validation2026.03 | 89.7 | |
| BEC-GINEvaluation protocol=10-fold cross-validation2026.03 | 89.3 | |
| GINEvaluation protocol=10-fold cross-validation2026.03 | 88.9 | |
| ISP-GNN_CoreEvaluation protocol=10-fold cross-validation2026.03 | 88.9 | |
| KP-GINEvaluation protocol=10-fold cross-validation2026.03 | 88.8 | |
| ISP-GNN_OnionEvaluation protocol=10-fold cross-validation2026.03 | 88.7 | |
| AC-GINEvaluation protocol=10-fold cross-validation2026.03 | 88.6 | |
| NC-GNNEvaluation protocol=10-fold cross-validation2026.03 | 88.4 | |
| GIN-AK+Evaluation protocol=10-fold cross-validation2026.03 | 88.2 | |
| GSNEvaluation protocol=10-fold cross-validation2026.03 | 88.1 | |
| ID-GNNEvaluation protocol=10-fold cross-validation2026.03 | 87.8 | |
| UnionGINEvaluation protocol=10-fold cross-validation2026.03 | 87.6 | |
| Space OptimumRefinement budget=1002025.07 | 86.74 | |
| AutoTransferRefinement budget=1002025.07 | 86.74 | |
| M-DESIGNRefinement budget=1002025.07 | 86.74 | |
| GraphSNNEvaluation protocol=10-fold cross-validation2026.03 | 86.3 | |
| GRDL2026.03 | 85.9 | |
| GCBM-E2026.03 | 85.9 | |
| Auto-GNNRefinement budget=1002025.07 | 85.41 | |
| RandomRefinement budget=1002025.07 | 85.24 | |
| GraphNASRefinement budget=1002025.07 | 85.2 | |
| MSTHScale=Multi-Scale, Mechanism=Attention2026.01 | 84.96 | |
| DesiGNNRefinement budget=1002025.07 | 84.95 | |
| RLRefinement budget=1002025.07 | 84.8 | |
| EARefinement budget=1002025.07 | 84.77 | |
| WL subtree2026.05 | 84.4 | |
| GMT2026.03 | 84.3 | |
| GCBM2026.03 | 84.3 | |
| CH-CL2026.04 | 84.2 | |
| CI-GCL2026.04 | 84.11 | |
| SAT2026.03 | 84.1 | |
| GRAPHORMER2026.03 | 84 | |
| SEP2026.03 | 83.7 | |
| WITTOPOPOOL2026.03 | 83.7 | |
| OT-GNN2026.03 | 83.5 | |
| MINCUTPOOL2026.03 | 83.5 | |
| BioLogicalNeuronScale=Single-Scale, Mechanism=Attention2026.01 | 83.44 | |
| GraphTrail2026.03 | 83.3 | |
| DropGINEvaluation protocol=10-fold cross-validation2026.03 | 82.9 | |
| WWL2026.03 | 82.7 | |
| Previous SOTA2026.01 | 82.6 | |
| NAS-Bench-GraphRefinement budget=1002025.07 | 82.44 | |
| MSTHScale=Multi-Scale, Mechanism=Homeostasis2026.01 | 82.28 | |
| DROPGIN2026.03 | 82.1 | |
| GCL-SPAN2026.04 | 82.08 | |
| FWL2026.03 | 82 | |
| WEGL2026.03 | 81.8 | |
| PALACELandmarks (K)=200, Evaluation Protocol=5 seeds x 10 folds, Filtration Selection=closed-form gamma-hat/sqrt(K)-selected2026.05 | 81.7 | |
| GIN2026.03 | 81.6 | |
| TopoGCL2026.04 | 81.45 | |
| RetGKConfig Category=Top NT, Landmarks (K)=200, Evaluation Protocol=5 seeds x 10 folds2026.05 | 81.4 | |
| WL2026.03 | 81.2 | |
| GIN-0Category=GNN2021.02 | 81.13 | |
| ASAP2026.03 | 81.1 | |
| GraphCL2026.04 | 81.1 | |
| PersLayLandmarks (K)=200, Evaluation Protocol=5 seeds x 10 folds2026.05 | 80.9 | |
| BioLogicalNeuronScale=Single-Scale, Mechanism=Homeostasis2026.01 | 80.85 | |
| GNNExplainer2026.03 | 80.7 | |
| PLACELandmarks (K)=200, Evaluation Protocol=5 seeds x 10 folds2026.05 | 80.7 | |
| InfoGraph2026.04 | 80.55 | |
| fGW-kn-NNk=7, alpha=0.0, cross-validation protocol=10-fold CV2026.06 | 80.31 | |
| ECPLandmarks (K)=200, Evaluation Protocol=5 seeds x 10 folds2026.05 | 80.3 | |
| VGIB2026.03 | 80 | |
| GAWL2026.03 | 79.9 | |
| HOPPERKCategory=Kernels2021.02 | 79.68 | |
| HOPPERKAttributes=Vector2018.05 | 79.57 | |
| AutoGCL2026.04 | 79.31 | |
| RGCL2026.04 | 79.31 | |
| ProtGNN2026.03 | 79.2 | |
| GMCL2026.04 | 79.02 | |
| Graphlet2026.05 | 79 | |
| AD-GCL2026.04 | 78.68 | |
| fGW(V)cross-validation protocol=nested 10-fold CV2026.06 | 78.51 | |
| JOAO2026.04 | 78.42 | |
| WWL2019.06 | 78.29 | |
| MTGShot=1-shot, Number of runs=52026.06 | 78.27 | |
| GPPTShot=1-shot, Number of runs=52026.06 | 78.23 | |
| MS-SDMW2026.05 | 78.2 | |
| Entropic-GW2026.05 | 78.2 | |
| Shortest-path2026.05 | 78.2 | |
| Degree2026.05 | 78.2 | |
| GCNepochs (e)=50, batch size (b)=16, learning rate (r)=0.071, cross-validation protocol=10-fold CV2026.06 | 78.16 | |
| HGK-WL2019.06 | 78.13 | |
| GDL-gCategory=OT (Ours), Graph Representation=ADJ2021.02 | 78.11 | |
| GW-kn-NNk=4, cross-validation protocol=10-fold CV2026.06 | 77.95 | |
| S-GWKCategory=OT, Graph Representation=ADJ2021.02 | 77.85 | |
| PROPAKCategory=Kernels2021.02 | 77.81 | |
| PROPAKAttributes=Vector2018.05 | 77.66 | |
| PROPA(V)cross-validation protocol=10-fold CV2026.06 | 77.45 | |
| NetLSD2026.05 | 77.3 | |
| FGW SPAttributes=Vector, Kernel=Shortest Path2018.05 | 77.23 | |
| HOPPER(V)cross-validation protocol=10-fold CV2026.06 | 77.23 | |
| FGWKCategory=OT, Graph Representation=ADJ2021.02 | 77.02 | |
| GDL-gCategory=OT (Ours), Graph Representation=SP2021.02 | 76.86 | |
| GDL-wCategory=OT (Ours), Graph Representation=ADJ2021.02 | 76.59 | |
| FGWKCategory=OT, Graph Representation=SP2021.02 | 76.53 | |
| GH2019.06 | 76.41 | |
| Fine-tuningShot=1-shot, Number of runs=52026.06 | 76.19 | |
| All-in-oneShot=1-shot, Number of runs=52026.06 | 76.14 |