Graph Alignment on Erdös-Rényi (test)
99.8Test AccuracyGAT
Evaluation results
| Method | Links | |
|---|---|---|
| GATNoise level=4%2025.05 | 99.8 | |
| GATv2Noise level=4%2025.05 | 99.7 | |
| GatedGCNNoise level=4%2025.05 | 99.1 | |
| GINNoise level=4%2025.05 | 98.8 | |
| GATNoise level=6%2025.05 | 98.4 | |
| GATv2Noise level=6%2025.05 | 98.4 | |
| GCNNoise level=4%2025.05 | 97.6 | |
| GatedGCNNoise level=6%2025.05 | 96.3 | |
| GINNoise level=6%2025.05 | 94.2 | |
| GATNoise level=8%2025.05 | 92.8 | |
| GATv2Noise level=8%2025.05 | 92.8 | |
| GCNNoise level=6%2025.05 | 90.5 | |
| GatedGCNNoise level=8%2025.05 | 89.1 | |
| GINNoise level=8%2025.05 | 83.1 | |
| GCNNoise level=8%2025.05 | 78.9 | |
| GATNoise level=12%2025.05 | 65.6 | |
| GATv2Noise level=12%2025.05 | 65.6 | |
| GatedGCNNoise level=12%2025.05 | 62.8 | |
| GINNoise level=12%2025.05 | 54.8 | |
| GCNNoise level=12%2025.05 | 49.5 | |
| GATNoise level=15%2025.05 | 47 | |
| GATv2Noise level=15%2025.05 | 47 | |
| GatedGCNNoise level=15%2025.05 | 45.4 | |
| GINNoise level=15%2025.05 | 38.6 | |
| GCNNoise level=15%2025.05 | 34.3 | |
| GATNoise level=18%2025.05 | 31.9 | |
| GatedGCNNoise level=18%2025.05 | 31.8 | |
| GATv2Noise level=18%2025.05 | 31.6 | |
| GINNoise level=18%2025.05 | 26.9 | |
| GCNNoise level=18%2025.05 | 24.2 | |
| LaplacianNoise level=4%2025.05 | 16.7 | |
| GatedGCNNoise level=24%2025.05 | 14.4 | |
| GATNoise level=24%2025.05 | 14 | |
| GATv2Noise level=24%2025.05 | 13.9 | |
| LaplacianNoise level=6%2025.05 | 12.9 | |
| GINNoise level=24%2025.05 | 12.5 | |
| GCNNoise level=24%2025.05 | 11.7 | |
| LaplacianNoise level=8%2025.05 | 10.3 | |
| GatedGCNNoise level=30%2025.05 | 7.7 | |
| GATv2Noise level=30%2025.05 | 7.7 | |
| GATNoise level=30%2025.05 | 7.6 | |
| LaplacianNoise level=12%2025.05 | 7.5 | |
| GCNNoise level=30%2025.05 | 7 | |
| GINNoise level=30%2025.05 | 7 | |
| LaplacianNoise level=15%2025.05 | 6.6 | |
| LaplacianNoise level=18%2025.05 | 5.9 | |
| LaplacianNoise level=24%2025.05 | 4.8 | |
| LaplacianNoise level=30%2025.05 | 4.1 |