Graph Classification on PTC MR (10-fold cross val)
77.89AccuracyESAN + SSMA
Evaluation Results
| Method | Links | |
|---|---|---|
| ESAN + SSMAaggregation=SSMA2024.09 | 77.89 | |
| ESANaggregation=sum, reported=true2024.09 | 69.2 | |
| GAT + SSMAaggregation=SSMA2024.09 | 66.41 | |
| GATaggregation=sum, reproduced=true2024.09 | 65.53 | |
| GraphGPS + SSMAaggregation=SSMA2024.09 | 63.02 | |
| FGSDProtocol=10-fold cross-validation2021.12 | 62.8 | |
| GCN + SSMAaggregation=SSMA2024.09 | 62.29 | |
| PNA + SSMAaggregation=SSMA2024.09 | 62.14 | |
| GATv2 + SSMAaggregation=SSMA2024.09 | 61.64 | |
| GraphGPSaggregation=sum, reproduced=true2024.09 | 61.41 | |
| GIN + SSMAaggregation=SSMA2024.09 | 61.28 | |
| k-GNNProtocol=10-fold cross-validation2021.12 | 60.9 | |
| GINaggregation=sum, reproduced=true2024.09 | 60.46 | |
| GCNaggregation=sum, reproduced=true2024.09 | 59.85 | |
| WLSPruns=102019.04 | 59.7 | |
| edGNNaggregation=max, runs=102019.04 | 59.4 | |
| STRANDClassifier=SVM2026.06 | 58.5 | |
| PNAaggregation=sum, reproduced=true2024.09 | 58.41 | |
| R-GCNruns=102019.04 | 58.2 | |
| CSMruns=102019.04 | 58.1 | |
| PSSKClassifier=SVM2026.06 | 57.6 | |
| Silh.Classifier=SVM2026.06 | 56.8 | |
| GATv2aggregation=sum, reproduced=true2024.09 | 56.47 | |
| edGNNaggregation=avg, runs=102019.04 | 56.3 | |
| Entr.Classifier=SVM2026.06 | 56.3 | |
| PLayClassifier=SVM2026.06 | 56.2 | |
| SWKClassifier=SVM2026.06 | 55.7 | |
| PIClassifier=SVM2026.06 | 55.3 | |
| PLClassifier=SVM2026.06 | 54.7 | |
| BCClassifier=SVM2026.06 | 53.6 |