Graph Alignment on CA-NETSCIENCE 20% noise
629Normalized Cross Entropy (NCE)FUGAL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FUGAL2025.10 | 629 | 37.7 | |
| FAQ(Dcx)Initialization=Convex-optimum initialization Dcx2025.10 | 687 | 45.6 | |
| FAQ(Dcx)initialization=Dcx2025.10 | 687 | 46 | |
| ChFGNN ER4Training Data=Erdos-Renyi graphs2025.10 | 688 | 44.1 | |
| ChFGNN-ER4training_source=sparse Erdos–Rényi graphs (d=4), transfer_mode=zero-shot2025.10 | 688 | 44 | |
| ChFGNNTraining Data=Specific network and noise level2025.10 | 724 | 57 | |
| ChFGNNtraining_source=target network and noise level, transfer_mode=dataset-specific2025.10 | 724 | 57 | |
| MAX NCEInitialization=True permutation (prior to noising)2025.10 | 730 | — |