Graph Alignment on PCQM4M v2 (test)
91.7Test AccuracyGatedGCN
Evaluation Results
| Method | Links | |
|---|---|---|
| GatedGCNNoise level=4%2025.05 | 91.7 | |
| GINNoise level=4%2025.05 | 89.4 | |
| GCNNoise level=4%2025.05 | 89.1 | |
| GATv2Noise level=4%2025.05 | 88.6 | |
| GATNoise level=4%2025.05 | 88.5 | |
| GatedGCNNoise level=6%2025.05 | 88.2 | |
| GatedGCNNoise level=8%2025.05 | 85.9 | |
| GINNoise level=6%2025.05 | 84.9 | |
| GATNoise level=6%2025.05 | 84.9 | |
| GCNNoise level=6%2025.05 | 84.7 | |
| GATv2Noise level=6%2025.05 | 84.3 | |
| GATNoise level=8%2025.05 | 81.9 | |
| GINNoise level=8%2025.05 | 81.8 | |
| GATv2Noise level=8%2025.05 | 81.8 | |
| GCNNoise level=8%2025.05 | 81 | |
| GatedGCNNoise level=12%2025.05 | 78.2 | |
| LaplacianNoise level=4%2025.05 | 75.6 | |
| GATv2Noise level=12%2025.05 | 73.7 | |
| GATNoise level=12%2025.05 | 73.5 | |
| GINNoise level=12%2025.05 | 72.3 | |
| GCNNoise level=12%2025.05 | 71.5 | |
| GatedGCNNoise level=15%2025.05 | 70.2 | |
| GatedGCNNoise level=18%2025.05 | 69.9 | |
| LaplacianNoise level=6%2025.05 | 68.3 | |
| GATNoise level=15%2025.05 | 66 | |
| GATv2Noise level=15%2025.05 | 65.7 | |
| GATv2Noise level=18%2025.05 | 64.7 | |
| GATNoise level=18%2025.05 | 64.5 | |
| GINNoise level=15%2025.05 | 64.3 | |
| GINNoise level=18%2025.05 | 63.6 | |
| GCNNoise level=18%2025.05 | 62 | |
| GCNNoise level=15%2025.05 | 61.7 | |
| GatedGCNNoise level=24%2025.05 | 60.4 | |
| LaplacianNoise level=8%2025.05 | 60.1 | |
| GATv2Noise level=24%2025.05 | 55.2 | |
| GATNoise level=24%2025.05 | 54.7 | |
| GINNoise level=24%2025.05 | 54.3 | |
| GatedGCNNoise level=30%2025.05 | 52.3 | |
| GCNNoise level=24%2025.05 | 52.1 | |
| LaplacianNoise level=12%2025.05 | 50.4 | |
| GATv2Noise level=30%2025.05 | 47.2 | |
| GINNoise level=30%2025.05 | 46.8 | |
| GATNoise level=30%2025.05 | 46.8 | |
| LaplacianNoise level=15%2025.05 | 45.9 | |
| GCNNoise level=30%2025.05 | 44.4 | |
| LaplacianNoise level=18%2025.05 | 43.3 | |
| LaplacianNoise level=24%2025.05 | 38.8 | |
| LaplacianNoise level=30%2025.05 | 33.9 |