Graph Reconstruction on Cora (Edge F1 score)
81.1Edge F1AFR
Evaluation Results
| Method | Links | |
|---|---|---|
| AFRStrategy=d-hop, Parameters (d, p, k, σ)=(2, 0.8, 32, 0.05)2026.04 | 81.1 | |
| AFRStrategy=d-hop, Parameters (d, p, k, σ)=(2, 0.6, 32, 0.05)2026.04 | 78 | |
| AFRStrategy=d-hop, Parameters (d, p, k, σ)=(1, 1.0, 32, 0.05)2026.04 | 76.6 | |
| Eigen-syncStrategy=d-hop, Parameters (d, p, k, σ)=(2, 0.8, 32, 0.05)2026.04 | 75.8 | |
| AFRStrategy=d-hop, Parameters (d, p, k, σ)=(1, 0.6, 64, 0.05)2026.04 | 74.6 | |
| AFR2026.04 | 74.3 | |
| AFRStrategy=d-hop, Parameters (d, p, k, σ)=(1, 0.6, 32, 0.05)2026.04 | 74.3 | |
| AFRStrategy=d-hop, Parameters (d, p, k, σ)=(1, 0.6, 32, 0.0)2026.04 | 74.3 | |
| GCN-LE2026.04 | 73.1 | |
| AFRStrategy=d-hop, Parameters (d, p, k, σ)=(1, 0.6, 16, 0.05)2026.04 | 72.3 | |
| VGAE2026.04 | 71.8 | |
| Eigen-syncStrategy=d-hop, Parameters (d, p, k, σ)=(2, 0.6, 32, 0.05)2026.04 | 71.5 | |
| GAE2026.04 | 69.2 | |
| AFRStrategy=d-hop, Parameters (d, p, k, σ)=(1, 0.6, 32, 0.1)2026.04 | 69.1 | |
| PointNetLK2026.04 | 68.5 | |
| Eigen-syncStrategy=d-hop, Parameters (d, p, k, σ)=(1, 1.0, 32, 0.05)2026.04 | 68.2 | |
| Eigen-syncStrategy=d-hop, Parameters (d, p, k, σ)=(1, 0.6, 64, 0.05)2026.04 | 67.8 | |
| Eigen-syncStrategy=d-hop, Parameters (d, p, k, σ)=(1, 0.6, 32, 0.0)2026.04 | 67.5 | |
| Eigen-sync2026.04 | 66.3 | |
| Eigen-syncStrategy=d-hop, Parameters (d, p, k, σ)=(1, 0.6, 32, 0.05)2026.04 | 66.3 | |
| Eigen-syncStrategy=d-hop, Parameters (d, p, k, σ)=(1, 0.6, 16, 0.05)2026.04 | 62.9 | |
| Eigen-syncStrategy=d-hop, Parameters (d, p, k, σ)=(1, 0.6, 32, 0.1)2026.04 | 58.3 |