Graph Alignment on INF-EUROROAD 20% noise
714Normalized Cross Entropy (NCE)FUGAL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FUGAL2025.10 | 714 | 2.9 | |
| FAQ(Dcx)Initialization=Convex-optimum initialization Dcx2025.10 | 940 | 10.9 | |
| FAQ(Dcx)initialization=Dcx2025.10 | 940 | 11 | |
| ChFGNNTraining Data=Specific network and noise level2025.10 | 963 | 15.4 | |
| ChFGNNtraining_source=target network and noise level, transfer_mode=dataset-specific2025.10 | 963 | 15 | |
| ChFGNN ER4Training Data=Erdos-Renyi graphs2025.10 | 970 | 7.5 | |
| ChFGNN-ER4training_source=sparse Erdos–Rényi graphs (d=4), transfer_mode=zero-shot2025.10 | 970 | 8 | |
| MAX NCEInitialization=True permutation (prior to noising)2025.10 | 1,137 | — |