Graph Generation on GRID
45.5Degree SimilarityEDP-GNN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EDP-GNN2024.02 | 45.5 | 23.8 | 32.8 | — | |
| GDSS2024.02 | 11.1 | 0.5 | 7 | — | |
| PARDwith Eigenvector=true2024.02 | 5.3 | 0 | 0.8 | — | |
| PARD2024.02 | 2.8 | 0.2 | 2.9 | — | |
| GSDMCorrector=OC2026.04 | 1.996 | 0 | 1.013 | 1.003 | |
| GraphVAE2026.04 | 1.619 | 0 | 0.919 | 0.846 | |
| EDP-GNN2026.04 | 0.455 | 23.8 | 0.328 | 0.34 | |
| GDSSCorrector=OC2026.04 | 0.27 | 0.9 | 0.034 | 0.07 | |
| HGDMCorrector=OC2026.04 | 0.181 | 1.9 | 0.112 | 0.104 | |
| HGDMCorrector=WC2026.04 | 0.137 | 0.4 | 0.048 | 0.069 | |
| HGDMCorrector=WC, Sampling=S++2026.04 | 0.123 | 0.3 | 0.047 | 0.058 | |
| GDSSCorrector=WC2026.04 | 0.111 | 0.5 | 0.07 | 0.07 | |
| GDSSCorrector=OC, Sampling=S++2026.04 | 0.105 | 0.4 | 0.061 | 0.066 | |
| GDSSCorrector=WC, Sampling=S++2026.04 | 0.105 | 0.4 | 0.061 | 0.057 | |
| GraphRNN2026.04 | 0.064 | 4.3 | 0.021 | 0.043 | |
| HGDMCorrector=OC, Sampling=S++2026.04 | 0.023 | 3.4 | 0.004 | 0.02 | |
| GSDMCorrector=WC2026.04 | 0.002 | 0 | 0 | 0.0001 | |
| GSDMCorrector=OC, Sampling=S++2026.04 | 0.0001 | 0 | 0.0001 | 0.066 | |
| GSDMCorrector=WC, Sampling=S++2026.04 | 0.0001 | 0 | 0 | 0.066 |