Graph Classification on PTC FR
68.9AccuracyEGIN-C-ϵ
Evaluation Results
| Method | Links | |
|---|---|---|
| EGIN-C-ϵevaluation protocol=10-fold cross-validation, epsilon parameter=retained2025.12 | 68.9 | |
| Space OptimumRefinement budget=1002025.07 | 68.57 | |
| edGNNvalidation=10-fold cross validation, aggregation=max2019.04 | 68 | |
| EGIN-Cevaluation protocol=10-fold cross-validation, epsilon parameter=without2025.12 | 67.6 | |
| EGCNevaluation protocol=10-fold cross-validation2025.12 | 67.5 | |
| AutoTransferRefinement budget=1002025.07 | 67.14 | |
| DesiGNNRefinement budget=1002025.07 | 67.14 | |
| M-DESIGNRefinement budget=1002025.07 | 67.14 | |
| GATevaluation protocol=10-fold cross-validation2025.12 | 67.1 | |
| RandomRefinement budget=1002025.07 | 66.71 | |
| EGIN-ϵevaluation protocol=10-fold cross-validation, epsilon parameter=retained2025.12 | 66.5 | |
| EGIN-E-ϵevaluation protocol=10-fold cross-validation, epsilon parameter=retained2025.12 | 66.5 | |
| GraphNASRefinement budget=1002025.07 | 66.47 | |
| EGIN-Eevaluation protocol=10-fold cross-validation, epsilon parameter=without2025.12 | 66.2 | |
| RLRefinement budget=1002025.07 | 66.1 | |
| EGINevaluation protocol=10-fold cross-validation, epsilon parameter=without2025.12 | 66 | |
| R-GCNvalidation=10-fold cross validation2019.04 | 65.8 | |
| EARefinement budget=1002025.07 | 65.76 | |
| WLSPvalidation=10-fold cross validation2019.04 | 65.7 | |
| edGNNvalidation=10-fold cross validation, aggregation=avg2019.04 | 65.7 | |
| CSMvalidation=10-fold cross validation2019.04 | 65.5 | |
| Auto-GNNRefinement budget=1002025.07 | 65.05 | |
| NAS-Bench-GraphRefinement budget=1002025.07 | 63.34 | |
| GINevaluation protocol=10-fold cross-validation2025.12 | 61.8 | |
| GraphGymRefinement budget=1002025.07 | 59.05 | |
| DGCNNevaluation protocol=10-fold cross-validation2025.12 | 58.5 |