Graph Alignment on INF-EUROROAD (10% noise)
818Normalized Cross Entropy (NCE)FUGAL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FUGAL2025.10 | 818 | 18.3 | |
| ChFGNN ER4Training Data=Erdos-Renyi graphs2025.10 | 1,111 | 40 | |
| ChFGNN-ER4training_source=sparse Erdos–Rényi graphs (d=4), transfer_mode=zero-shot2025.10 | 1,111 | 40 | |
| FAQ(Dcx)Initialization=Convex-optimum initialization Dcx2025.10 | 1,170 | 55.8 | |
| FAQ(Dcx)initialization=Dcx2025.10 | 1,170 | 56 | |
| ChFGNNTraining Data=Specific network and noise level2025.10 | 1,213 | 63.5 | |
| ChFGNNtraining_source=target network and noise level, transfer_mode=dataset-specific2025.10 | 1,213 | 64 | |
| MAX NCEInitialization=True permutation (prior to noising)2025.10 | 1,272 | — |