Graph Classification on RDT-B (test)
93.5AccuracyGIN+GraphNorm
Evaluation Results
| Method | Links | |
|---|---|---|
| GIN+GraphNormBackbone=GIN, Normalization=GraphNorm2020.09 | 93.5 | |
| GIN+INSTANCENORMBackbone=GIN, Normalization=InstanceNorm2020.09 | 93.2 | |
| GIN+BATCHNORMBackbone=GIN, Normalization=BatchNorm2020.09 | 92.4 | |
| SpecMatch-CLtraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 91.31 | |
| MSSGCLtraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 91.08 | |
| GraphCLtraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 89.53 | |
| SimGRACEtraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 89.51 | |
| CuCotraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 88.6 | |
| AWLBackbone=AWL2020.09 | 87.9 | |
| JOAO V2training_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 86.42 | |
| JOAOtraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 85.29 | |
| GIN+LAYERNORMBackbone=GIN, Normalization=LayerNorm2020.09 | 82.8 | |
| InfoGraphtraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 82.5 | |
| WL SUBTREEBackbone=WL SUBTREE2020.09 | 81 | |
| DGKtraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 78.04 | |
| graph2vectraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 75.48 | |
| node2vectraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 72.76 | |
| sub2vectraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 71.48 | |
| WLtraining_regime=unsupervised, evaluation_protocol=10-fold cross-validation with linear SVM2025.11 | 68.82 |