Graph Classification on ENZYMES
99.8AccuracyET
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ETevaluation_protocol=100 runs of 10-fold cross-validation2026.06 | 99.8 | — | — | |
| CDATevaluation_protocol=100 runs of 10-fold cross-validation2026.06 | 99.1 | — | — | |
| U2GNNevaluation_protocol=100 runs of 10-fold cross-validation2026.06 | 95.7 | — | — | |
| ESA2024.02 | 79.4 | — | — | |
| GAT2024.02 | 78.6 | — | — | |
| DSGCNevaluation_protocol=100 runs of 10-fold cross-validation2026.06 | 78.4 | — | — | |
| GATv22024.02 | 78 | — | — | |
| GPS2024.02 | 77.7 | — | — | |
| (s)GCNContinuous node attribute=true2019.05 | 75.33 | — | — | |
| PDF2023.05 | 73.5 | — | — | |
| GCN2024.02 | 73.5 | — | — | |
| Norm-GNevaluation_protocol=100 runs of 10-fold cross-validation2026.06 | 73.3 | — | — | |
| WWL2019.06 | 73.25 | — | — | |
| S-GWKCategory=OT, Graph Representation=ADJ2021.02 | 73.03 | — | — | |
| PNA2024.02 | 73 | — | — | |
| GWF-rCategory=OT, Graph Representation=ADJ2021.02 | 72.53 | — | — | |
| FGWKCategory=OT, Graph Representation=ADJ2021.02 | 72.17 | — | — | |
| (s)MGCNContinuous node attribute=true2019.05 | 72.16 | — | — | |
| GWF-fCategory=OT, Graph Representation=ADJ2021.02 | 72.14 | — | — | |
| PROPAKCategory=Kernels2021.02 | 71.84 | — | — | |
| PROPAKAttributes=Vector2018.05 | 71.67 | — | — | |
| (s)MGCNKContinuous node attribute=true2019.05 | 71.5 | — | — | |
| GDL-gCategory=OT (Ours), Graph Representation=SP2021.02 | 71.47 | — | — | |
| GDL-gCategory=OT (Ours), Graph Representation=ADJ2021.02 | 71.44 | — | — | |
| FGW SPAttributes=Vector, Kernel=Shortest Path2018.05 | 71 | — | — | |
| GDL-wCategory=OT (Ours), Graph Representation=ADJ2021.02 | 70.68 | — | — | |
| FGWKCategory=OT, Graph Representation=SP2021.02 | 70.53 | — | — | |
| GDL-wCategory=OT (Ours), Graph Representation=SP2021.02 | 69.95 | — | — | |
| HGP-SLevaluation_protocol=100 runs of 10-fold cross-validation2026.06 | 68.8 | — | — | |
| GIN-0Category=GNN2021.02 | 68.6 | — | — | |
| RBF-WL2019.06 | 68.43 | — | — | |
| GIN2024.02 | 68.3 | — | — | |
| UGT2023.08 | 67.22 | — | — | |
| MGCNKContinuous node attribute=true2019.05 | 66.67 | — | — | |
| HGK-SP2019.06 | 66.36 | — | — | |
| GH2019.06 | 65.65 | — | — | |
| Baseline2023.05 | 65.2 | — | — | |
| (s)MGCNKBatch normalization=true2019.05 | 65.12 | — | — | |
| DropGIN2024.02 | 65.1 | — | — | |
| (s)MGCNKBatch normalization=false, Continuous node attribute=false2019.05 | 64.57 | — | — | |
| Graph U-Netedge types=annotated only2018.11 | 64.2 | — | — | |
| HGK-WL2019.06 | 63.04 | — | — | |
| GPS2023.08 | 62.71 | — | — | |
| DIFFPOOLCategory=GNN, Base GNN=GraphSage, Validation=10-fold cross validation2018.06 | 62.53 | 6.27 | — | |
| DiffPool2023.05 | 62.53 | — | — | |
| DiffPooledge types=annotated only2018.11 | 62.5 | — | — | |
| GIC2018.11 | 62.5 | — | — | |
| DIFFPOOL-NOLPCategory=GNN, Base GNN=GraphSage, Validation=10-fold cross validation2018.06 | 61.95 | 5.95 | — | |
| GCAPS-CNN2018.05 | 61.83 | — | — | |
| GCAPS-CNNAlgorithm=GCAPS-CNN2019.02 | 61.83 | — | — | |
| MLGCategory=Graph Kernel2018.05 | 61.81 | — | — | |
| MLGAlgorithm=MLG2019.02 | 61.81 | — | — | |
| Multigraph ChebNetedge types=annotated and learned2018.11 | 61.7 | — | — | |
| GATv22022.07 | 61.2 | — | — | |
| structure2vecedge types=annotated only2018.11 | 61.1 | — | — | |
| MGCNKBatch normalization=false, Continuous node attribute=false2019.05 | 61.04 | — | — | |
| ARMA2019.01 | 60.6 | — | — | |
| RetGk2018.11 | 60.4 | — | — | |
| GraphSAGE2019.01 | 60.3 | — | — | |
| SET2SETCategory=GNN, Base GNN=GraphSage, Validation=10-fold cross validation2018.06 | 60.15 | 3.32 | — | |
| WL-OACategory=Kernel, Validation=10-fold cross validation2018.06 | 60.13 | — | — | |
| GCN2022.07 | 60.1 | — | — | |
| WL-OAKernel Type=Weisfeiler-Lehman Optimal Assignment2016.06 | 59.9 | — | — | |
| WL-OAedge types=annotated only2018.11 | 59.9 | — | — | |
| WL-OA2018.11 | 59.9 | — | — | |
| MGCNContinuous node attribute=true2019.05 | 59.83 | — | — | |
| GIN2023.05 | 59.6 | — | — | |
| TREE-G2022.07 | 59.6 | — | — | |
| DiffPool2023.05 | 59.5 | — | — | |
| GIN2022.07 | 59.5 | — | — | |
| (s)MGCNBatch normalization=true2019.05 | 59.23 | — | — | |
| WLedge types=annotated only2018.11 | 59.1 | — | — | |
| XGraphBoost2022.07 | 58.5 | — | — | |
| GAT2022.07 | 58.5 | — | — | |
| TREE-Gd=0, a=02022.07 | 58.5 | — | — | |
| GAT-GCvariant=f-Scaled2019.07 | 58.45 | — | — | |
| DIFFPOOL-DETCategory=GNN, Base GNN=GraphSage, Validation=10-fold cross validation2018.06 | 58.33 | 5.42 | — | |
| GraphSAGE2023.05 | 58.2 | — | — | |
| GraphSAGE2023.05 | 58.2 | — | — | |
| GraphSAGE2022.07 | 58.2 | — | — | |
| DAGCN2019.04 | 58.17 | — | — | |
| BGNN2022.07 | 58.1 | — | — | |
| TREE-Ga=02022.07 | 58.1 | — | — | |
| ChebNetimplementation=re-implemented by authors, edge types=annotated only2018.11 | 58 | — | — | |
| WL-OA2024.06 | 58 | — | — | |
| WL-OACategory=Kernels2025.10 | 58 | — | — | |
| Chebyshev2019.01 | 57.9 | — | — | |
| δ-3-LWLType=Local Kernel2019.04 | 57.6 | — | — | |
| WL-PM2024.06 | 57.5 | — | — | |
| WL-PMCategory=Kernels2025.10 | 57.5 | — | — | |
| SORTPOOLCategory=GNN, Validation=10-fold cross validation2018.06 | 57.12 | 3.39 | — | |
| WLOAType=Baseline2019.04 | 56.8 | — | — | |
| δ-3-LWL+Type=Local Kernel2019.04 | 56.8 | — | — | |
| (s)GCNBatch normalization=true2019.05 | 56.67 | — | — | |
| δ-2-LWLType=Local Kernel2019.04 | 56.6 | — | — | |
| WL subtree2026.05 | 56 | — | — | |
| NCWWL2022.05 | 55.2 | — | — | |
| RW2022.07 | 55.1 | — | — | |
| R-GIN + Every Layer FABackbone=R-GIN, Rewiring Method=Every Layer FA2024.06 | 54.95 | — | — | |
| NCWalpha=1000, beta=02022.05 | 54.8 | — | — |