Graph Classification on ENZYMES (test)
70.17AccuracyGFN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GFN2019.05 | 70.17 | — | — | — | — | — | |
| att-Pooling-NLSFsArchitecture=Pooling2024.06 | 69.94 | — | — | — | — | — | |
| GFN-light2019.05 | 69.5 | — | — | — | — | — | |
| HGP-SLCategory=Proposed, Structure Type=Sparse2019.11 | 68.79 | — | — | — | — | — | |
| GCN2019.05 | 66.5 | — | — | — | — | — | |
| att-Graph-level NLSFsArchitecture=Graph-level2024.06 | 65.94 | — | — | — | — | — | |
| EdgePoolCategory=Pooling2019.11 | 65.33 | — | — | — | — | — | |
| DiffPool-TIPTIP=true2024.02 | 65.05 | — | — | — | — | — | |
| EigenGCN-1H (number of pooling operators)=12019.04 | 65 | — | — | — | — | — | |
| EigenGCN-2H (number of pooling operators)=22019.04 | 64.5 | — | — | — | — | — | |
| EigenGCN-3H (number of pooling operators)=32019.04 | 64.5 | — | — | — | — | — | |
| ChebNetII2024.06 | 64.29 | — | — | — | — | — | |
| EigenPoolCategory=Pooling2019.11 | 63.97 | — | — | — | — | — | |
| Diff-poolpooling=hierarchical2019.04 | 63.6 | — | — | — | — | — | |
| HGP-SLDENCategory=Proposed, Structure Type=Dense2019.11 | 63.51 | — | — | — | — | — | |
| HGP-SLHOPCategory=Proposed, Structure Learning=h-hops2019.11 | 62.16 | — | — | — | — | — | |
| ARMA2024.06 | 61.21 | — | — | — | — | — | |
| DiffPoolCategory=Pooling2019.11 | 60.61 | — | — | — | — | — | |
| RetGKgamma=12019.05 | 60.4 | — | — | — | — | — | |
| HGP-SLNSLCategory=Proposed, Structure Learning=false2019.11 | 60.18 | — | — | — | — | — | |
| DiffPool2024.06 | 60.13 | — | — | — | — | — | |
| RetGKgamma=112019.05 | 59.1 | — | — | — | — | — | |
| GraphSagepooling=flat2019.04 | 55.4 | — | — | — | — | — | |
| CapsGNN2019.05 | 54.67 | — | — | — | — | — | |
| DGK2019.05 | 53.43 | — | — | — | — | — | |
| GIN-GUMPClass=Ours2024.03 | 53.11 | — | — | — | — | — | |
| WL2019.05 | 52.22 | — | — | — | — | — | |
| WL2024.06 | 51.29 | — | — | — | — | — | |
| WLCategory=Kernels2019.11 | 51.16 | — | — | — | — | — | |
| DGCNN2019.05 | 51 | — | — | — | — | — | |
| ChebNet2024.06 | 50.42 | — | — | — | — | — | |
| APPNP2024.06 | 49.68 | — | — | — | — | — | |
| GSN2024.02 | 49.5 | — | — | — | — | — | |
| Fea2Fea-s2method_type=simple, num_features=22021.06 | 48.5 | — | — | — | — | — | |
| DiffPoolTIP=false2024.02 | 48.34 | — | — | — | — | — | |
| Fea2Fea-s3method_type=simple, num_features=32021.06 | 48 | — | — | — | — | — | |
| Fea2Fea-nullbackbone=GIN2021.06 | 47.2 | — | — | — | — | — | |
| MinCutPool-TIPTIP=true2024.02 | 46.34 | — | — | — | — | — | |
| TOGL2024.02 | 46.09 | — | — | — | — | — | |
| DMONPool-TIPTIP=true2024.02 | 45.84 | — | — | — | — | — | |
| Fea2Fea-b2method_type=bilinear, num_features=22021.06 | 45.8 | — | — | — | — | — | |
| GPRGNN2024.06 | 45.29 | — | — | — | — | — | |
| GCNpooling=flat2019.04 | 44 | — | — | — | — | — | |
| SAGPoolCategory=Pooling2019.11 | 43.99 | — | — | — | — | — | |
| GLN2019.05 | 43.83 | — | — | — | — | — | |
| Kiani et al.Class=-2024.03 | 43.67 | — | — | — | — | — | |
| GCNCategory=GNNs2019.11 | 43.66 | — | — | — | — | — | |
| GCN2024.06 | 43.66 | — | — | — | — | — | |
| gPoolCategory=Pooling2019.11 | 43.33 | — | — | — | — | — | |
| GIN2024.02 | 42.83 | — | — | — | — | — | |
| Fea2Fea-n2method_type=NTN, num_features=22021.06 | 42.8 | — | — | — | — | — | |
| SPCategory=Kernels2019.11 | 42.66 | — | — | — | — | — | |
| CayleyNet2024.06 | 42.28 | — | — | — | — | — | |
| Graclus2024.02 | 41.44 | — | — | — | — | — | |
| DGCNNpooling=flat2019.04 | 41 | — | — | — | — | — | |
| DMONPoolTIP=false2024.02 | 40.82 | — | — | — | — | — | |
| MinCutPoolTIP=false2024.02 | 39.83 | — | — | — | — | — | |
| GATCategory=GNNs2019.11 | 39.83 | — | — | — | — | — | |
| GAT2024.06 | 39.83 | — | — | — | — | — | |
| GraphSAGE2024.02 | 39.17 | — | — | — | — | — | |
| TopK2024.02 | 38.35 | — | — | — | — | — | |
| SET2SETpooling=flat2019.04 | 38 | — | — | — | — | — | |
| GraphSAGECategory=GNNs2019.11 | 37.99 | — | — | — | — | — | |
| SAGE2024.06 | 37.99 | — | — | — | — | — | |
| GraphSAGE2021.06 | 37.8 | — | — | — | — | — | |
| GCN2021.06 | 36 | — | — | — | — | — | |
| SDRFClass=Rewiring (GIN)2024.03 | 35.82 | — | — | — | — | — | |
| AWE2019.05 | 35.77 | — | — | — | — | — | |
| DIGLClass=Rewiring (GIN)2024.03 | 35.74 | — | — | — | — | — | |
| GRITClass=K-hop MP2024.03 | 35.22 | — | — | — | — | — | |
| GINClass=-2024.03 | 33.8 | — | — | — | — | — | |
| Set2SetCategory=Pooling2019.11 | 33.16 | — | — | — | — | — | |
| MLP2021.06 | 32.7 | — | — | — | — | — | |
| GCN2024.02 | 32.51 | — | — | — | — | — | |
| DGCNNCategory=Pooling2019.11 | 32.16 | — | — | — | — | — | |
| GAT2021.06 | 31 | — | — | — | — | — | |
| GTRClass=Rewiring (GIN)2024.03 | 30.57 | — | — | — | — | — | |
| GPSClass=Transformer2024.03 | 30.43 | — | — | — | — | — | |
| GK2024.06 | 30.07 | — | — | — | — | — | |
| FoSRClass=Rewiring (GIN)2024.03 | 29.2 | — | — | — | — | — | |
| GRAPHLETCategory=Kernels2019.11 | 29.16 | — | — | — | — | — | |
| ADGNClass=Diffusion2024.03 | 28.78 | — | — | — | — | — | |
| ELDANADDClass=Rewiring (GIN)2024.03 | 26.36 | — | — | — | — | — | |
| GINClass=-, extra_layers=true2024.03 | 25.92 | — | — | — | — | — | |
| GRANDClass=Diffusion2024.03 | 24.13 | — | — | — | — | — | |
| deepwlKernel=Weisfeiler-Lehman (WL) subtree2015.11 | 21.55 | 21.55 | 14.31 | — | — | — | |
| l2logisticRegularization=L22015.11 | 20.3 | 20.3 | 11.1 | — | — | — | |
| Ortho-GConvClass=-2024.03 | 18.3 | — | — | — | — | — | |
| 5-hop DCNNDiffusion Hops=52015.11 | 18.1 | 18.1 | 9.91 | — | — | — | |
| l1logisticRegularization=L12015.11 | 16.4 | 16.4 | 9.04 | — | — | — | |
| 2-hop DCNNDiffusion Hops=22015.11 | 15.9 | 15.9 | 8.09 | — | — | — | |
| ESA2024.02 | — | — | — | 0.751 | — | — | |
| Exphormer2024.02 | — | — | — | 0.714 | — | — | |
| GAT2025.12 | — | — | — | — | 30.6 | 28.3 | |
| GCN2025.12 | — | — | — | — | 29.8 | 27.5 | |
| GIN2025.12 | — | — | — | — | 59.5 | 34.8 | |
| GPS2024.02 | — | — | — | 0.734 | — | — | |
| Polynormer2024.02 | — | — | — | 0.628 | — | — | |
| Pro-GNN2025.12 | — | — | — | — | 32.9 | 31.8 | |
| RGCN2025.12 | — | — | — | — | 32.4 | 31.2 |