| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| SBM | DeFoG | VUN0.975 | 51 | 1mo ago | |
| Planar | V.U.N.100 | 48 | 1mo ago | ||
| Enzymes | G3 | Clustering0.0225 | 45 | 2mo ago | |
| Tree | EDGE | A.Ratio850.7 | 36 | 1mo ago | |
| Community-small | FHDM | MMD (Degree)0.009 | 26 | 5d ago | |
| SBM Graphs (test) | Degree250.06 | 25 | 16d ago | ||
| Planar Graphs (test) | GraphRNN | Unique Node %100 | 25 | 2mo ago | |
| Ego-small (test) | GDSS | Degree0.8189 | 19 | 16d ago | |
| GRID | EDP-GNN | Degree Similarity45.5 | 19 | 2mo ago | |
| Vertex-labeled Synthetic Graphs (test) | Proposed GEd | Edge Count (N_|E|)500 | 18 | 1mo ago | |
| SBM | SID | Degree11.5 | 18 | 2mo ago | |
| Planar | DISCDIF | Degree Distribution56.1 | 16 | 1mo ago | |
| Citeseer | Degree1,700 | 13 | 26d ago | ||
| Triangle Grid | 50/50 split | MMD RBF0.009 | 12 | 3mo ago | |
| ExplaGraphs (dev) | BART-Large | SA88.19 | 11 | 3mo ago | |
| Stochastic Block Model | Validity Score93.5 | 10 | 2mo ago | ||
| Proteins | GraphWeave | Degree Distribution Error0.01 | 10 | 26d ago | |
| SBM | SPECTRE | Clustering Coefficient0.0588 | 10 | 1mo ago | |
| Community | GraphRNN | Degree4 | 10 | 3mo ago | |
| PTC | GraphVAE-MM | Train Time (s)0.32 | 10 | 3mo ago | |
| MUTAG | GraphVAE-MM | Training Time (s)0.15 | 10 | 3mo ago | |
| SPECTRE SBM Graphs (test) | ANFM | Degree Metric0.0007 | 9 | 3mo ago | |
| QM9 without hydrogen | Cometh | Validity99.6 | 8 | 1mo ago | |
| SPECTRE Planar Graphs (test) | ESGG | VUN (%)9,500 | 8 | 3mo ago | |
| wd-articles IntelliGraphs (test) | SAIL | Valid Graph Rate99.13 | 8 | 3mo ago |
