Graph Generation on Community-small
0.009MMD (Degree)FHDM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FHDMindependent_runs=52022.09 | 0.009 | 0.105 | 0.009 | 0.041 | — | — | |
| GSDMCorrector=OC, Sampling=S++2026.04 | 0.011 | 0.016 | 0.001 | 0.009 | — | — | |
| GSDMCorrector=WC2026.04 | 0.011 | 0.016 | 0.001 | 0.009 | — | — | |
| GSDMCorrector=WC, Sampling=S++2026.04 | 0.011 | 0.016 | 0.001 | 0.009 | — | — | |
| HGDMCorrector=WC2026.04 | 0.017 | 0.05 | 0.005 | 0.024 | — | — | |
| GDSSCorrector=WC, Sampling=S++2026.04 | 0.019 | 0.062 | 0.004 | 0.028 | — | — | |
| DiGress2025.12 | 0.02 | 11.7 | 1.16 | — | — | — | |
| CoPHo2025.12 | 0.02 | 10.3 | 1.17 | — | — | — | |
| GDSSCorrector=OC, Sampling=S++2026.04 | 0.021 | 0.061 | 0.005 | 0.029 | — | — | |
| HGDMCorrector=OC, Sampling=S++2026.04 | 0.021 | 0.034 | 0.005 | 0.02 | — | — | |
| HGDMCorrector=WC, Sampling=S++2026.04 | 0.021 | 0.024 | 0.004 | 0.016 | — | — | |
| GDSSCorrector=WC2026.04 | 0.045 | 0.088 | 0.007 | 0.045 | — | — | |
| GDSSCorrector=OC2026.04 | 0.05 | 0.132 | 0.011 | 0.064 | — | — | |
| EDP-GNNsource=Niu et al. [30]2022.09 | 0.053 | 0.144 | 0.026 | 0.074 | — | — | |
| EDP-GNN2026.04 | 0.053 | 0.144 | 0.026 | 0.074 | — | — | |
| GraphDF2026.04 | 0.06 | 0.12 | 0.03 | 0.07 | — | — | |
| HGDMCorrector=OC2026.04 | 0.065 | 0.119 | 0.024 | 0.069 | — | — | |
| GraphRNNsource=Niu et al. [30]2022.09 | 0.08 | 0.12 | 0.04 | 0.08 | — | — | |
| GraphRNN2026.04 | 0.08 | 0.12 | 0.04 | 0.08 | — | — | |
| GSDMCorrector=OC2026.04 | 0.142 | 0.23 | 0.043 | 0.138 | — | — | |
| GraphAF2026.04 | 0.18 | 0.2 | 0.02 | 0.133 | — | — | |
| GNFsource=Niu et al. [30]2022.09 | 0.2 | 0.2 | 0.11 | 0.17 | — | — | |
| DeepGMGsource=Niu et al. [30]2022.09 | 0.22 | 0.95 | 0.4 | 0.523 | — | — | |
| DeepGMG2026.04 | 0.22 | 0.95 | 0.4 | 0.523 | — | — | |
| GraphVAEsource=Niu et al. [30]2022.09 | 0.35 | 0.98 | 0.54 | 0.623 | — | — | |
| GraphVAE2026.04 | 0.35 | 0.98 | 0.54 | 0.623 | — | — | |
| ConGress2025.10 | — | — | — | — | 0.2741 | 0.1138 | |
| DiGresstrick=no trick2025.10 | — | — | — | — | 2.5088 | 0.4481 | |
| DiGresstrick=trick2025.10 | — | — | — | — | 0.0934 | 0.0254 | |
| DyDM2025.10 | — | — | — | — | 0.0671 | 0.0172 | |
| EDP-GNN2025.10 | — | — | — | — | 0.4164 | 0.1356 | |
| GDSS2025.10 | — | — | — | — | 0.3812 | 0.1444 |