Graph Classification on PTC (10-fold cross-validation)
72.8AccuracyCAN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CANvalidation=10-fold cross-validation2022.09 | 72.8 | — | |
| TFGWInput Structure=Adjacency, L=22022.05 | 72.4 | — | |
| TFGWInput Structure=Shortest-path, L=22022.05 | 70.8 | — | |
| CCN2019.05 | 70.62 | — | |
| MFNBackbone=GCN2023.10 | 68.9 | — | |
| PDF2023.10 | 68.36 | — | |
| GINGraph-level pre-training=None, Node-level pre-training=Context Prediction2019.05 | 68.3 | — | |
| GSN2021.10 | 68.2 | — | |
| CIN2021.10 | 68.2 | — | |
| GSNvalidation=10-fold cross-validation2022.09 | 68.2 | — | |
| CINvalidation=10-fold cross-validation2022.09 | 68.2 | — | |
| WKPI-kCMethod Category=Topology-based2026.05 | 68.1 | — | |
| OT-GNNL=22022.05 | 68 | — | |
| GIN-AK+2021.10 | 67.7 | — | |
| GCN22023.10 | 66.84 | — | |
| Natural GNevaluation_protocol=10-fold cross-validation2023.09 | 66.8 | — | |
| Natural GN2021.10 | 66.8 | — | |
| NGNvalidation=10-fold cross-validation2022.09 | 66.8 | — | |
| GINMethod Category=Graph2026.05 | 66.6 | — | |
| GINGraph-level pre-training=None, Node-level pre-training=EdgePred2019.05 | 66.5 | — | |
| GINGraph-level pre-training=Supervised, Node-level pre-training=Context Prediction2019.05 | 66.5 | — | |
| DropGINComplexity=O(rn), r≈202021.11 | 66.3 | — | |
| PPGNsevaluation_protocol=10-fold cross-validation2023.09 | 66.2 | — | |
| HiGCNevaluation_protocol=10-fold cross-validation2023.09 | 66.2 | — | |
| PPGNComplexity=O(n^3)2021.11 | 66.2 | — | |
| PPGNS2021.10 | 66.2 | — | |
| PPGN2022.05 | 66.2 | — | |
| PPGNsvalidation=10-fold cross-validation2022.09 | 66.2 | — | |
| PPGNN2023.10 | 66.17 | — | |
| Ours 1b=400, d=2, suffix=(ii)2019.05 | 66.17 | — | |
| WEGL2022.05 | 66 | — | |
| GINGraph-level pre-training=None, Node-level pre-training=Infomax2019.05 | 65.9 | — | |
| Ring-GNNevaluation_protocol=10-fold cross-validation2019.05 | 65.7 | — | |
| OT-GNNL=42022.05 | 65.4 | — | |
| GINGraph-level pre-training=Supervised, Node-level pre-training=None2019.05 | 64.7 | — | |
| Ours 2b=400, d=2, suffix=(i)2019.05 | 64.7 | — | |
| GINevaluation_protocol=10-fold cross-validation2023.09 | 64.6 | — | |
| GIN2023.10 | 64.6 | — | |
| GINSource=Xu et al., 20192019.05 | 64.6 | — | |
| GINComplexity=O(n)2021.11 | 64.6 | — | |
| GIN2021.10 | 64.6 | — | |
| GINvalidation=10-fold cross-validation2022.09 | 64.6 | — | |
| GINevaluation_protocol=10-fold cross-validation2019.05 | 64.6 | — | |
| GIN2019.05 | 64.6 | — | |
| S2S-N2N-PPUnsupervised=true, No Algorithmic Insights=false, No Feature Engineering=true2019.04 | 64.54 | — | |
| GINGraph-level pre-training=None, Node-level pre-training=Attribute Masking2019.05 | 64.4 | — | |
| WL-OAUnsupervised=true, No Algorithmic Insights=false, No Feature Engineering=false2019.04 | 63.6 | — | |
| GINGraph-level pre-training=Supervised, Node-level pre-training=EdgePred2019.05 | 63.5 | — | |
| MLGClassifier=binary C-SVM2016.03 | 63.26 | 1.48 | |
| DDGKUnsupervised=true, No Algorithmic Insights=true, No Feature Engineering=true2019.04 | 63.14 | — | |
| GIN2022.05 | 63.1 | — | |
| GINGraph-level pre-training=Supervised, Node-level pre-training=Infomax2019.05 | 63 | — | |
| Ours 3b=256, d=3, suffix=(ii)2019.05 | 62.94 | — | |
| FGSD2019.05 | 62.8 | — | |
| WKPI-kMMethod Category=Topology-based2026.05 | 62.7 | — | |
| RetGKMethod Category=Graph2026.05 | 62.5 | — | |
| GINGraph-level pre-training=None, Node-level pre-training=None2019.05 | 62.4 | — | |
| PatchySanComplexity=O(n)2021.11 | 62.3 | — | |
| DropGIN2022.05 | 62.3 | — | |
| PSCN2023.10 | 62.29 | — | |
| PSCNUnsupervised=false, No Algorithmic Insights=false, No Feature Engineering=false2019.04 | 62.29 | — | |
| PSCNk=102019.05 | 62.29 | — | |
| MPSNevaluation_protocol=10-fold cross-validation2023.09 | 61.8 | — | |
| WL KernelUnsupervised=true, No Algorithmic Insights=false, No Feature Engineering=false2019.04 | 61.3 | — | |
| k-GNN2023.10 | 60.9 | — | |
| GINGraph-level pre-training=Supervised, Node-level pre-training=Attribute Masking2019.05 | 60.9 | — | |
| 1-2-3 GNNComplexity=O(n^4)2021.11 | 60.9 | — | |
| 1-2-3 GNN2019.05 | 60.9 | — | |
| WL-EdgeClassifier=binary C-SVM2016.03 | 60.18 | 2.19 | |
| graph2vecUnsupervised=true, No Algorithmic Insights=false, No Feature Engineering=true2019.04 | 60.17 | — | |
| DGKUnsupervised=true, No Algorithmic Insights=false, No Feature Engineering=true2019.04 | 60.1 | — | |
| DGK2023.10 | 60.08 | — | |
| DGK2019.05 | 60.08 | — | |
| Patchysan2019.05 | 60 | — | |
| WLClassifier=binary C-SVM2016.03 | 59.97 | 1.6 | |
| WL kernelevaluation_protocol=10-fold cross-validation2023.09 | 59.9 | — | |
| WL subtree2019.05 | 59.9 | — | |
| WL subtreeComplexity=O(n)2021.11 | 59.9 | — | |
| WL kernel2021.10 | 59.9 | — | |
| WLKvalidation=10-fold cross-validation2022.09 | 59.9 | — | |
| p-RWClassifier=binary C-SVM2016.03 | 59.85 | 0.95 | |
| SPClassifier=binary C-SVM2016.03 | 59.53 | 1.71 | |
| PKevaluation_protocol=10-fold cross-validation2023.09 | 59.5 | — | |
| PK2023.10 | 59.5 | — | |
| PK2021.10 | 59.5 | — | |
| PKvalidation=10-fold cross-validation2022.09 | 59.5 | — | |
| 2-IGNevaluation_protocol=10-fold cross-validation2019.05 | 59.5 | — | |
| PK2019.05 | 59.5 | — | |
| PLACEClassification Protocol=linear SVM, Descriptor Filter=deg+betw2026.05 | 59.3 | — | |
| SP KernelUnsupervised=true, No Algorithmic Insights=false, No Feature Engineering=false2019.04 | 58.9 | — | |
| PATCHY-SAN2022.05 | 58.9 | — | |
| DGCNNevaluation_protocol=10-fold cross-validation2023.09 | 58.6 | — | |
| DGCNNComplexity=O(n)2021.11 | 58.6 | — | |
| DGCNN2021.10 | 58.6 | — | |
| DGCNNvalidation=10-fold cross-validation2022.09 | 58.6 | — | |
| DGCNNUnsupervised=false, No Algorithmic Insights=false, No Feature Engineering=false2019.04 | 58.59 | — | |
| DGCNN2019.05 | 58.59 | — | |
| IGN2023.10 | 58.53 | — | |
| Invariant Graph Networks2019.05 | 58.53 | — | |
| IGNevaluation_protocol=10-fold cross-validation2023.09 | 58.5 | — |