Graph Classification on PTC (test)
75.3AccuracyGraphTCL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GraphTCL2025.12 | 75.3 | — | — | |
| COMPGCN2019.11 | 71.6 | — | — | |
| att-Pooling-NLSFsArchitecture=Pooling2024.06 | 71.02 | — | — | |
| ChebNetII2024.06 | 70.03 | — | — | |
| SynGCN2019.11 | 69.4 | — | — | |
| GIN2025.12 | 69.38 | — | — | |
| ARMA2024.06 | 69.23 | — | — | |
| att-Graph-level NLSFsArchitecture=Graph-level2024.06 | 68.17 | — | — | |
| R-GCN2019.11 | 67.8 | — | — | |
| WGCN2019.11 | 67.3 | — | — | |
| APPNP2024.06 | 65.26 | — | — | |
| GIN+GraphNormBackbone=GIN, Normalization=GraphNorm2020.09 | 64.9 | — | — | |
| GIN+INSTANCENORMBackbone=GIN, Normalization=InstanceNorm2020.09 | 64.7 | — | — | |
| GIN+BATCHNORMBackbone=GIN, Normalization=BatchNorm2020.09 | 64.6 | — | — | |
| GIN2019.11 | 64.6 | — | — | |
| ChebNet2024.06 | 64.06 | — | — | |
| TopoGCL2025.12 | 63.43 | — | — | |
| PGOT12025.12 | 63.43 | — | — | |
| GAT2025.12 | 63.14 | — | — | |
| GIN+LAYERNORMBackbone=GIN, Normalization=LayerNorm2020.09 | 62.8 | — | — | |
| CayleyNet2024.06 | 62.73 | — | — | |
| GCN2025.12 | 62.57 | — | — | |
| GPRGNN2025.12 | 62.57 | — | — | |
| GAT2024.06 | 62.31 | — | — | |
| OT-GNN2025.12 | 62 | — | — | |
| APPNP2025.12 | 61.71 | — | — | |
| SAGE2024.06 | 61.33 | — | — | |
| TFGW2025.12 | 61.14 | — | — | |
| ChebyNet2025.12 | 60.57 | — | — | |
| GCN2024.06 | 60.22 | — | — | |
| PACHYSAN2019.11 | 60 | — | — | |
| WL SUBTREEBackbone=WL SUBTREE2020.09 | 59.9 | — | — | |
| DGCNNBackbone=DGCNN2020.09 | 58.6 | — | — | |
| DGCNN2019.11 | 58.6 | — | — | |
| DGCNN2019.11 | 58.6 | — | — | |
| GPRGNN2024.06 | 58.41 | — | — | |
| DCNNBackbone=DCNN2020.09 | 56.6 | — | — | |
| 2-hop DCNNDiffusion Hops=22015.11 | 56.6 | 5 | 5.31 | |
| DiffPool2024.06 | 56.43 | — | — | |
| SP-Kernel2025.12 | 55.87 | — | — | |
| l2logisticRegularization=L22015.11 | 55.65 | 55.65 | 44.6 | |
| 5-hop DCNNDiffusion Hops=52015.11 | 55.3 | 0 | 5.26 | |
| DropGIN2025.12 | 55.14 | — | — | |
| l1logisticRegularization=L12015.11 | 54.7 | 54.7 | 42.72 | |
| WL2024.06 | 52.44 | — | — | |
| WL-Kernel2025.12 | 52.29 | — | — | |
| GK2024.06 | 52.13 | — | — | |
| deepwlKernel=Weisfeiler-Lehman (WL) subtree2015.11 | 51.13 | 51.13 | 44.44 | |
| DIFFPOOL2025.12 | 45.75 | — | — |