Graph Classification on NCI109 (test)
87.4AccuracyWKPI-kC
Evaluation Results
| Method | Links | |
|---|---|---|
| WKPI-kCvariant=kC2019.04 | 87.4 | |
| WL-OA2019.04 | 86.3 | |
| WKPI-KMvariant=KM2019.04 | 85.9 | |
| P-WL-UC2019.04 | 85.1 | |
| WL2019.04 | 84.5 | |
| GraphTrans (large)GNN Type=GIN, GNN layer count=42022.01 | 82.3 | |
| DiffPool-TIPTIP=true2024.02 | 81.09 | |
| HGP-SLCategory=Proposed2019.11 | 80.67 | |
| GIN-GUMPClass=Ours2024.03 | 80.5 | |
| SignGT2023.10 | 80.48 | |
| DGK2019.04 | 80.3 | |
| GAT2023.10 | 79.93 | |
| Graphormer2023.10 | 79.91 | |
| GIN2024.02 | 79.66 | |
| MinCutPool-TIPTIP=true2024.02 | 79.48 | |
| GSN2024.02 | 79.45 | |
| GraphTrans (small)GNN Type=GCN, GNN layer count=32022.01 | 79.2 | |
| GraphTrans2023.10 | 79.2 | |
| GraphSAGE2024.02 | 79.16 | |
| Graclus2024.02 | 79.13 | |
| SAT2023.10 | 79.06 | |
| EdgePoolCategory=Pooling2019.11 | 79.02 | |
| GT2023.10 | 78.94 | |
| FGSD2019.04 | 78.8 | |
| HGP-SLHOPCategory=Proposed2019.11 | 78.78 | |
| HGP-SLDENCategory=Proposed2019.11 | 78.76 | |
| DMONPool-TIPTIP=true2024.02 | 78.46 | |
| TOGL2024.02 | 78.27 | |
| DGCNNCategory=Pooling2019.11 | 78.23 | |
| Kiani et al.Class=-2024.03 | 78.1 | |
| GCN2023.10 | 78.05 | |
| TopK2024.02 | 77.96 | |
| GraphSAGE2023.10 | 77.27 | |
| DiffPoolCategory=Pooling2019.11 | 77.13 | |
| DIGLClass=Rewiring (GIN)2024.03 | 76.88 | |
| DMONPoolTIP=false2024.02 | 76.62 | |
| gPoolCategory=Pooling2019.11 | 76.61 | |
| DiffPoolTIP=false2024.02 | 76.5 | |
| HGP-SLNSLCategory=Proposed2019.11 | 76.32 | |
| WLCategory=Kernels2019.11 | 76.19 | |
| EigenPoolCategory=Pooling2019.11 | 75.99 | |
| GCNCategory=GNNs2019.11 | 75.91 | |
| MinCutPoolTIP=false2024.02 | 75.88 | |
| GATCategory=GNNs2019.11 | 75.81 | |
| SAGPoolCategory=Pooling2019.11 | 75.74 | |
| GTRClass=Rewiring (GIN)2024.03 | 75.28 | |
| GINClass=-2024.03 | 74.93 | |
| GCN2024.02 | 74.9 | |
| EigenGCN-3H (number of pooling operators)=32019.04 | 74.9 | |
| EigenGCN-2H (number of pooling operators)=22019.04 | 74.8 | |
| EigenGCN-1H (number of pooling operators)=12019.04 | 74.6 | |
| ADGNClass=Diffusion2024.03 | 74.31 | |
| GraphSAGECategory=GNNs2019.11 | 74.17 | |
| Diff-poolpooling=hierarchical2019.04 | 74.1 | |
| SAGPoolgGNN Type=GCN, GNN layer count=32022.01 | 74.1 | |
| SortPoolGNN Type=GCN, GNN layer count=32022.01 | 74 | |
| SDRFClass=Rewiring (GIN)2024.03 | 73.89 | |
| Set2SetCategory=Pooling2019.11 | 73.66 | |
| SortPool2023.10 | 73.53 | |
| GINClass=-, extra_layers=true2024.03 | 72.47 | |
| DGCNNpooling=flat2019.04 | 72.3 | |
| GRITClass=K-hop MP2024.03 | 71.68 | |
| GCNpooling=flat2019.04 | 70.7 | |
| GraphSagepooling=flat2019.04 | 70.3 | |
| Transformer2023.10 | 70.24 | |
| Transformer2022.01 | 70.1 | |
| FoSRClass=Rewiring (GIN)2024.03 | 69.93 | |
| Set2Set2023.10 | 69.88 | |
| Set2SetGNN Type=GCN, GNN layer count=32022.01 | 69.8 | |
| Ortho-GConvClass=-2024.03 | 68.91 | |
| SET2SETpooling=flat2019.04 | 68.6 | |
| SAGPool2023.10 | 67.91 | |
| SAGPoolhGNN Type=GCN, GNN layer count=32022.01 | 67.9 | |
| SPCategory=Kernels2019.11 | 67.72 | |
| GRANDClass=Diffusion2024.03 | 67.26 | |
| GPSClass=Transformer2024.03 | 61.01 | |
| GRAPHLETCategory=Kernels2019.11 | 60.96 |