Graph Generation on Ego-small (test)
0.8189DegreeGDSS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GDSS2026.02 | 0.8189 | 0.6032 | 0.3315 | — | |
| GRAN2026.02 | 0.5778 | 0.336 | 0.0406 | — | |
| DiscDDPM2026.02 | 0.4613 | 0.1681 | 0.0633 | — | |
| GraphVAE2024.12 | 0.13 | 0.17 | 0.05 | 0.117 | |
| GraphCNF2026.02 | 0.101 | 0.7654 | 0.082 | — | |
| EBM (GWG)Sampler=GWG, Energy Function=5-layer GCN2024.12 | 0.095 | 0.061 | 0.032 | 0.063 | |
| GraphRNN2024.12 | 0.09 | 0.22 | 0.003 | 0.104 | |
| GraphRNN2026.02 | 0.0768 | 1.1456 | 0.1087 | — | |
| DiGress2026.02 | 0.0708 | 0.0092 | 0.1205 | — | |
| RMwGGISSampler=RMwGGIS, Energy Function=5-layer GCN, Number of samples s=502024.12 | 0.066 | 0.042 | 0.036 | 0.048 | |
| ED-BernEnergy Discrepancy=Bernoulli perturbation, Energy Function=5-layer GCN2024.12 | 0.063 | 0.054 | 0.014 | 0.044 | |
| EDP-GNN2024.12 | 0.052 | 0.093 | 0.007 | 0.05 | |
| Flowette2026.02 | 0.0435 | 0.0098 | 0 | — | |
| DeepGMG2024.12 | 0.04 | 0.1 | 0.02 | 0.053 | |
| GraphDF2024.12 | 0.04 | 0.13 | 0.01 | 0.06 | |
| ED-GridEnergy Discrepancy=Grid perturbation, Energy Function=5-layer GCN2024.12 | 0.036 | 0.05 | 0.019 | 0.035 | |
| GNF2024.12 | 0.03 | 0.1 | 0.001 | 0.044 | |
| GraphAF2024.12 | 0.03 | 0.11 | 0.001 | 0.047 | |
| EDGE2026.02 | 0.004 | 0.004 | 0.0008 | — |