Graph Classification on DD (test)
86.54AccuracyPXGL-GNN
Evaluation Results
| Method | Links | |
|---|---|---|
| PXGL-GNNlearning_mode=supervised2025.12 | 86.54 | |
| S2GAElearning_mode=supervised2025.12 | 84.3 | |
| SAGNNlearning_mode=supervised2025.12 | 84.12 | |
| ICLlearning_mode=supervised2025.12 | 82.77 | |
| SubGNNlearning_mode=supervised2025.12 | 82.51 | |
| DiffPool-TIPTIP=true2024.02 | 82.12 | |
| DMONPool-TIPTIP=true2024.02 | 81.46 | |
| SANlearning_mode=supervised2025.12 | 81.36 | |
| SpecMatch-CLtraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 81.12 | |
| MinCutPool-TIPTIP=true2024.02 | 80.87 | |
| DiffPoolTIP=false2024.02 | 80.27 | |
| MSSGCLtraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 79.73 | |
| GRAPHSAGElearning_mode=supervised2025.12 | 79.24 | |
| CuCotraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 79.2 | |
| DMONPoolTIP=false2024.02 | 79.16 | |
| MinCutPoolTIP=false2024.02 | 79.15 | |
| GraphSAGE2024.02 | 78.83 | |
| GCN2024.02 | 78.66 | |
| GraphCLtraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 78.62 | |
| GIN2024.02 | 78.05 | |
| SimGRACEtraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 77.44 | |
| DiffPoollearning_mode=supervised2025.12 | 77.42 | |
| JOAO V2training_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 77.4 | |
| JOAOtraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 77.32 | |
| TopK2024.02 | 76.97 | |
| DGCNNlearning_mode=supervised2025.12 | 76.57 | |
| GINlearning_mode=supervised2025.12 | 76.38 | |
| TOGL2024.02 | 76.1 | |
| DGKtraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 74.85 | |
| node2vectraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 74.77 | |
| Graclus2024.02 | 74.67 | |
| LiSABackbone=GIN2023.03 | 74.6 | |
| DIRBackbone=GIN2023.03 | 74.1 | |
| WLtraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 74.02 | |
| IRMBackbone=GIN2023.03 | 73.2 | |
| GSN2024.02 | 73.17 | |
| V-RexBackbone=GIN2023.03 | 73 | |
| InfoGraphtraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 72.85 | |
| ERMBackbone=GIN2023.03 | 71.8 | |
| graph2vectraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 70.32 | |
| TopKPoolBackbone=GIN2023.03 | 66.3 | |
| sub2vectraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 54.33 | |
| GIBBackbone=GIN2023.03 | 54.3 | |
| AttentionBackbone=GIN2023.03 | 52.9 |