Graph Generation on Enzymes (Structural Metrics)
0.0225ClusteringG3
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| G3diffusion=symmetric2026.02 | 0.0225 | 0.0854 | 0.0902 | 0.0755 | 0.049 | — | |
| SPECTRE2026.02 | 0.0275 | 0.0168 | 0.0796 | 0.049 | 0.0236 | — | |
| NM-DD2026.03 | 0.039 | 0.013 | 0.01 | 0.017 | — | — | |
| HGDMCorrector=WC, Sampling=S++2026.04 | 0.041 | 0.04 | 0.005 | — | — | 0.029 | |
| HGDMCorrector=WC2026.04 | 0.049 | 0.045 | 0.003 | — | — | 0.035 | |
| GDSSCorrector=WC, Sampling=S++2026.04 | 0.05 | 0.031 | 0.003 | — | — | 0.028 | |
| UNSIDE2026.03 | 0.052 | 0.01 | 0.002 | 0.02 | — | — | |
| GDSS2025.02 | 0.061 | 0.026 | 0.009 | — | — | 0.032 | |
| HOG-Diff2025.02 | 0.061 | 0.011 | 0.007 | — | — | 0.027 | |
| GDSS2026.03 | 0.061 | 0.026 | 0.009 | — | — | — | |
| GDSS2026.03 | 0.061 | 0.026 | 0.009 | — | — | — | |
| GraphRNN2025.02 | 0.062 | 0.017 | 0.046 | — | — | 0.042 | |
| GraphRNN2026.03 | 0.062 | 0.017 | 0.046 | — | — | — | |
| GRAPHRNN2026.03 | 0.062 | 0.017 | 0.046 | — | — | — | |
| GraphRNN2026.04 | 0.062 | 0.017 | 0.046 | — | — | 0.042 | |
| GDSSCorrector=WC2026.04 | 0.069 | 0.044 | 0.002 | — | — | 0.038 | |
| DeFoG2026.02 | 0.0765 | 0.722 | 0.553 | 1.2 | 0.465 | — | |
| G3diffusion=asymmetric2026.02 | 0.0803 | 0.0934 | 0.104 | 0.109 | 0.0752 | — | |
| DiGress2025.02 | 0.083 | 0.004 | 0.002 | — | — | 0.03 | |
| GSDMCorrector=WC, Sampling=S++2026.04 | 0.086 | 0.011 | 0.01 | — | — | 0.036 | |
| GSDMCorrector=OC, Sampling=S++2026.04 | 0.087 | 0.012 | 0.011 | — | — | 0.037 | |
| GPrinFlowNet2025.02 | 0.088 | 0.021 | 0.009 | — | — | 0.039 | |
| GSDMCorrector=WC2026.04 | 0.088 | 0.013 | 0.013 | — | — | 0.038 | |
| GDSSCorrector=OC, Sampling=S++2026.04 | 0.099 | 0.067 | 0.007 | — | — | 0.058 | |
| DiRiFM2026.03 | 0.101 | 0.007 | 0.006 | 0.02 | — | — | |
| SPECTRE2025.02 | 0.195 | 0.136 | 0.125 | — | — | 0.152 | |
| EDP-GNN2025.02 | 0.268 | 0.023 | 0.082 | — | — | 0.124 | |
| EDP-GNN2026.04 | 0.268 | 0.023 | 0.082 | — | — | 0.124 | |
| HGDMCorrector=OC, Sampling=S++2026.04 | 0.5 | 0.08 | 0.225 | — | — | 0.268 | |
| HGDMCorrector=OC2026.04 | 0.625 | 0.125 | 0.371 | — | — | 0.374 | |
| GDSSCorrector=OC2026.04 | 0.627 | 0.052 | 0.249 | — | — | 0.309 | |
| GraphVAE2025.02 | 0.629 | 1.369 | 0.191 | — | — | 0.73 | |
| GraphVAE2026.03 | 0.629 | 1.369 | 0.191 | — | — | — | |
| GRAPHVAE2026.03 | 0.629 | 1.369 | 0.191 | — | — | — | |
| GraphVAE2026.04 | 0.629 | 1.369 | 0.191 | — | — | 0.73 | |
| DiscDIF2026.03 | 0.631 | 0.212 | 0.515 | 0.02 | — | — | |
| GSDMCorrector=OC2026.04 | 0.867 | 0.93 | 0.168 | — | — | 0.655 | |
| GraphDF2025.02 | 1.061 | 1.503 | 0.202 | — | — | 0.922 | |
| GraphDF2026.04 | 1.061 | 1.503 | 0.202 | — | — | 0.922 | |
| GraphAF2025.02 | 1.283 | 1.669 | 0.266 | — | — | 1.073 | |
| GraphAF2026.04 | 1.283 | 1.669 | 0.266 | — | — | 1.073 | |
| NM-DD2026.03 | 39.857 | 13.581 | 10.368 | 17.449 | — | — | |
| UNSIDE2026.03 | 52.036 | 10.151 | 2.686 | 19.537 | — | — | |
| DIRIFM2026.03 | 100.648 | 7.437 | 6.484 | 19.753 | — | — | |
| DISCDIF2026.03 | 631.122 | 212.663 | 515.52 | 19.607 | — | — |