Graph Classification on AIDS
99.7AccuracyEGIN
Evaluation results
| Method | Links | |
|---|---|---|
| EGINepsilon parameter=not retained, validation=10-fold cross-validation2025.12 | 99.7 | |
| EGIN-epsilonepsilon parameter=retained, validation=10-fold cross-validation2025.12 | 99.6 | |
| EGIN-C-epsilonepsilon parameter=retained, validation=10-fold cross-validation2025.12 | 99.6 | |
| EGIN-Eepsilon parameter=not retained, validation=10-fold cross-validation2025.12 | 99.6 | |
| EGIN-E-epsilonepsilon parameter=retained, validation=10-fold cross-validation2025.12 | 99.6 | |
| EGIN-Cepsilon parameter=not retained, validation=10-fold cross-validation2025.12 | 99.4 | |
| DGCNNvalidation=10-fold cross-validation2025.12 | 98.3 | |
| EGCNvalidation=10-fold cross-validation2025.12 | 94.8 | |
| GATvalidation=10-fold cross-validation2025.12 | 94.6 | |
| GINvalidation=10-fold cross-validation2025.12 | 93.4 | |
| FIT-GNNBackbone=GCN, Reduction Ratio (r)=0.32024.10 | 84.4 | |
| FIT-GNNBackbone=GCN, Reduction Ratio (r)=0.52024.10 | 83.6 | |
| FIT-GNNBackbone=SAGE, Reduction Ratio (r)=0.32024.10 | 82.8 | |
| FIT-GNNBackbone=GIN, Reduction Ratio (r)=0.32024.10 | 82.8 | |
| FIT-GNNBackbone=SAGE, Reduction Ratio (r)=0.72024.10 | 81.9 | |
| FIT-GNNBackbone=GIN, Reduction Ratio (r)=0.12024.10 | 81.9 | |
| FIT-GNNBackbone=GIN, Reduction Ratio (r)=0.72024.10 | 81.9 | |
| FIT-GNNBackbone=GCN, Reduction Ratio (r)=0.12024.10 | 81 | |
| FIT-GNNBackbone=GAT, Reduction Ratio (r)=0.52024.10 | 81 | |
| FullBackbone=GAT, Reduction Ratio (r)=1.02024.10 | 80.2 | |
| FullBackbone=GIN, Reduction Ratio (r)=1.02024.10 | 80 | |
| FIT-GNNBackbone=GCN, Reduction Ratio (r)=0.72024.10 | 79.3 | |
| FIT-GNNBackbone=GAT, Reduction Ratio (r)=0.32024.10 | 79.3 | |
| FIT-GNNBackbone=SAGE, Reduction Ratio (r)=0.12024.10 | 79.3 | |
| FIT-GNNBackbone=SAGE, Reduction Ratio (r)=0.52024.10 | 79.3 | |
| FIT-GNNBackbone=GIN, Reduction Ratio (r)=0.52024.10 | 79.3 | |
| FullBackbone=GCN, Reduction Ratio (r)=1.02024.10 | 78.8 | |
| DOSCONDBackbone=GCN, Graph per class=12024.10 | 78.5 | |
| FIT-GNNBackbone=GAT, Reduction Ratio (r)=0.12024.10 | 78.4 | |
| FullBackbone=SAGE, Reduction Ratio (r)=1.02024.10 | 77 | |
| KIDDBackbone=GIN, Graph per class=12024.10 | 75.9 | |
| FIT-GNNBackbone=GAT, Reduction Ratio (r)=0.72024.10 | 75.9 | |
| DOSCONDBackbone=GAT, Graph per class=502024.10 | 72.9 | |
| DOSCONDBackbone=GAT, Graph per class=102024.10 | 72.3 | |
| DOSCONDBackbone=GCN, Graph per class=102024.10 | 66.6 | |
| KIDDBackbone=SAGE, Graph per class=12024.10 | 65.3 | |
| KIDDBackbone=GIN, Graph per class=102024.10 | 63.7 | |
| KIDDBackbone=GIN, Graph per class=502024.10 | 63.4 | |
| DOSCONDBackbone=GAT, Graph per class=12024.10 | 60.8 | |
| DOSCONDBackbone=GCN, Graph per class=502024.10 | 51.8 | |
| KIDDBackbone=GAT, Graph per class=12024.10 | 44.1 | |
| KIDDBackbone=GCN, Graph per class=12024.10 | 39.9 | |
| KIDDBackbone=SAGE, Graph per class=102024.10 | 36.1 | |
| KIDDBackbone=SAGE, Graph per class=502024.10 | 28.3 | |
| KIDDBackbone=GCN, Graph per class=502024.10 | 25.2 | |
| KIDDBackbone=GCN, Graph per class=102024.10 | 23.6 | |
| KIDDBackbone=GAT, Graph per class=102024.10 | 22.5 | |
| KIDDBackbone=GAT, Graph per class=502024.10 | 21.8 |