Graph Classification on ENZYMES (10-fold cross-validation)
75.1AccuracyTFGW
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TFGWInput Structure=Shortest-path, L=22022.05 | 75.1 | — | |
| TFGWInput Structure=Adjacency, L=22022.05 | 73.8 | — | |
| PDF2023.10 | 73.5 | — | |
| PathNN-PK=12023.06 | 73 | — | |
| MFNBackbone=GCN2023.10 | 72.9 | — | |
| PathNN-SP+K=22023.06 | 72.5 | — | |
| FGWInput Structure=Adjacency2022.05 | 72.2 | — | |
| PathNN-APK=22023.06 | 71.8 | — | |
| PathNN-SPK=22023.06 | 71.6 | — | |
| WWL2022.05 | 71.4 | — | |
| FGWInput Structure=Shortest-path2022.05 | 70.5 | — | |
| PathNN-SP+K=32023.06 | 70.4 | — | |
| WL2022.05 | 69.5 | — | |
| SPNK=52023.06 | 69.4 | — | |
| PathNetN=10, K=22023.06 | 69.3 | — | |
| PathNN-SPK=32023.06 | 69.2 | — | |
| PathNN-APK=32023.06 | 69 | — | |
| SPNK=12023.06 | 67.5 | — | |
| OT-GNNL=42022.05 | 67.3 | — | |
| OT-GNNL=22022.05 | 66.9 | — | |
| DropGIN2022.05 | 65.8 | — | |
| DiffPoolProtocol=10-fold cross-validation2021.12 | 62.53 | — | |
| GIN2022.05 | 62.2 | — | |
| MLGClassifier=binary C-SVM2016.03 | 61.81 | 0.99 | |
| TabPFN-GNevaluation protocol=10-fold cross-validation2025.12 | 61.43 | — | |
| DIFFPOOL2022.05 | 61 | — | |
| WEGL2022.05 | 60 | — | |
| GIN2023.06 | 59.6 | — | |
| GINLearning Paradigm=Supervised2024.05 | 59.6 | — | |
| DiffPool2023.06 | 59.5 | — | |
| DiffPoolLearning Paradigm=Supervised2024.05 | 59.5 | — | |
| TabICL-pipelinentrain=480, K=62026.06 | 59.44 | — | |
| GraphSAGE2023.10 | 58.2 | — | |
| GraphSAGE2023.06 | 58.2 | — | |
| GAT + SSMAaggregation=SSMA2024.09 | 56.67 | — | |
| PATCHY-SAN2022.05 | 55.9 | — | |
| GCN + SSMAaggregation=SSMA2024.09 | 54.83 | — | |
| CapsGNN2023.10 | 54.67 | — | |
| WLClassifier=binary C-SVM2016.03 | 53.75 | 1.37 | |
| DGK2023.10 | 53.43 | — | |
| PNA + SSMAaggregation=SSMA2024.09 | 52.92 | — | |
| Hi-GMAE-FEncoder Type=Fi-Co, Learning Paradigm=Generative2024.05 | 52.6 | — | |
| GATv2 + SSMAaggregation=SSMA2024.09 | 52.5 | — | |
| PNAaggregation=sum, reproduced=true2024.09 | 52.5 | — | |
| PNAevaluation protocol=10-fold cross-validation2025.12 | 52.5 | — | |
| WL-EdgeClassifier=binary C-SVM2016.03 | 52 | 0.72 | |
| GIN + SSMAaggregation=SSMA2024.09 | 51.69 | — | |
| GCNaggregation=sum, reproduced=true2024.09 | 51 | — | |
| GCNevaluation protocol=10-fold cross-validation2025.12 | 51 | — | |
| GATaggregation=sum, reproduced=true2024.09 | 50.67 | — | |
| GATevaluation protocol=10-fold cross-validation2025.12 | 50.67 | — | |
| Hi-GMAE-GEncoder Type=GNN, Learning Paradigm=Generative2024.05 | 50.53 | — | |
| GraphCLLearning Paradigm=Contrastive2024.05 | 50.38 | — | |
| GAT2023.06 | 49.5 | — | |
| GINaggregation=sum, reproduced=true2024.09 | 49.5 | — | |
| GINevaluation protocol=10-fold cross-validation2025.12 | 49.5 | — | |
| SPGmodel_category=Graph Foundation Models2026.06 | 49.29 | — | |
| GraphGPS + SSMAaggregation=SSMA2024.09 | 49.17 | — | |
| GraphMAELearning Paradigm=Generative2024.05 | 49.17 | — | |
| GraphMAE2Learning Paradigm=Generative2024.05 | 49.13 | — | |
| SimGRACELearning Paradigm=Contrastive2024.05 | 48.97 | — | |
| AUG-MAELearning Paradigm=Generative2024.05 | 48.57 | — | |
| GraphGPSaggregation=sum, reproduced=true2024.09 | 48.33 | — | |
| DRGCLLearning Paradigm=Contrastive2024.05 | 48.3 | — | |
| ECC2023.10 | 45.67 | — | |
| ECCProtocol=10-fold cross-validation2021.12 | 45.67 | — | |
| GATv2aggregation=sum, reproduced=true2024.09 | 44.83 | — | |
| JOAOLearning Paradigm=Contrastive2024.05 | 43.67 | — | |
| GINntrain=480, K=62026.06 | 43.17 | — | |
| SPClassifier=binary C-SVM2016.03 | 42.31 | 1.37 | |
| DGCNN2023.06 | 38.9 | — | |
| AWE2023.10 | 35.77 | — | |
| GK2023.10 | 32.7 | — | |
| Nested GNN2023.06 | 31.2 | — | |
| ECC2023.06 | 29.5 | — | |
| p-RWClassifier=binary C-SVM2016.03 | 28.17 | 0.76 | |
| STRANDClassifier=SVM2026.06 | 27 | — | |
| Silh.Classifier=SVM2026.06 | 25.7 | — | |
| GRACEmodel_category=Self-supervised Pre-training2026.06 | 25.63 | — | |
| PLClassifier=SVM2026.06 | 25.2 | — | |
| PIClassifier=SVM2026.06 | 24.3 | — | |
| BGRLmodel_category=Self-supervised Pre-training2026.06 | 24.17 | — | |
| RW2023.10 | 24.16 | — | |
| SAMGPTmodel_category=Graph Foundation Models2026.06 | 24.08 | — | |
| GraphMAE2model_category=Self-supervised Pre-training2026.06 | 23.83 | — | |
| PLayClassifier=SVM2026.06 | 23.4 | — | |
| GraphGluemodel_category=Graph Foundation Models2026.06 | 23.25 | — | |
| TIGmodel_category=Graph Foundation Models2026.06 | 22.13 | — | |
| BCClassifier=SVM2026.06 | 22 | — | |
| PSSKClassifier=SVM2026.06 | 21.2 | — | |
| SWKClassifier=SVM2026.06 | 21.1 | — | |
| Entr.Classifier=SVM2026.06 | 21 | — | |
| GCOPEmodel_category=Graph Foundation Models2026.06 | 20.88 | — | |
| GraphletClassifier=binary C-SVM2016.03 | 10.95 | 0.69 |