Synthetic Graph Generation on Planar Dataset
56.1Degree StatisticDISCDIF
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DISCDIF2026.03 | 56.1 | 294 | 1,410 | 85.1 | — | — | 0 | — | — | — | |
| NM-DD2026.03 | 14.1 | 363 | 27.2 | 6.9 | — | — | 98 | — | — | — | |
| DIRIFM2026.03 | 6.4 | 196.5 | 45 | 21.7 | — | — | 0 | — | — | — | |
| SID2026.03 | 5.9 | 163.4 | 19.1 | 7.6 | — | — | 91.3 | — | — | — | |
| NM-CD2026.03 | 1.2 | 226.3 | 45.8 | 22 | — | — | 0 | — | — | — | |
| DIGRESS2026.03 | 0.71 | 45.4 | 1.31 | 8.4 | — | — | 45.5 | — | — | — | |
| DEFOG2026.03 | 0.5 | 50.1 | 0.6 | 7.2 | — | — | 99.5 | — | — | — | |
| GRUM2026.03 | 0.38 | 40.7 | 6.42 | 7.9 | — | — | 91 | — | — | — | |
| UNSIDE2026.03 | 0.36 | 39.9 | 0.78 | 7.1 | — | — | 100 | — | — | — | |
| TRAIN.2026.03 | 0.25 | 36.6 | 0.8 | 6.6 | — | — | 100 | — | — | — | |
| EDGE2026.03 | 0.0761 | 32.29 | 0.7737 | 0.0957 | 0.3627 | 431.4 | 0 | 100 | 100 | 0 | |
| GraphGen2026.03 | 0.0328 | 21.06 | 0.4236 | 0.043 | 0.0989 | 210.3 | 7.5 | 100 | 100 | 7.5 | |
| BwR2026.03 | 0.0231 | 25.96 | 0.5473 | 0.0444 | 0.1314 | 251.9 | 0 | 100 | 100 | 0 | |
| GraphRNN2026.03 | 0.0049 | 27.79 | 1.2543 | 0.0459 | 0.1034 | 490.2 | 0 | 100 | 100 | 0 | |
| GRAN2026.03 | 0.0007 | 4.26 | 0.0009 | 0.0075 | 0.0019 | 2 | 97.5 | 85 | 2.5 | 0 | |
| DiGress2026.03 | 0.0007 | 7.8 | 0.0079 | 0.0098 | 0.0031 | 5.1 | 77.5 | 100 | 100 | 77.5 | |
| BiGG2026.03 | 0.0007 | 5.7 | 0.0367 | 0.0105 | 0.0052 | 16 | 62.5 | 85 | 42.5 | 5 | |
| Cometh - PC2026.03 | 0.0006 | 4.34 | 0.0016 | 0.0049 | — | — | 99.5 | 100 | 100 | 99.5 | |
| SPECTRE2026.03 | 0.0005 | 7.85 | 0.0012 | 0.0112 | 0.0059 | 3 | 25 | 100 | 100 | 25 | |
| HSpectre2026.03 | 0.0005 | 6.26 | 0.0017 | 0.0075 | 0.0013 | 2.1 | 95 | 100 | 100 | 95 | |
| DeFoG2026.03 | 0.0005 | 5.01 | 0.0006 | 0.0072 | 0.0014 | 1.6 | 99.5 | 100 | 100 | 99.5 | |
| GruM2026.03 | 0.0004 | 3.01 | 0.0002 | 0.0104 | 0.002 | 1.8 | — | — | — | 90 | |
| HSpectreprotocol=one-shot2026.03 | 0.0003 | 2.45 | 0.0006 | 0.0104 | 0.003 | 1.7 | 67.5 | 100 | 100 | 67.5 | |
| CatFlow2026.03 | 0.0003 | 4.03 | 0.0008 | — | — | — | — | — | — | 80 | |
| Train set2026.03 | 0.0002 | 3.1 | 0.0005 | 0.0038 | 0.0012 | 1 | 100 | 100 | 0 | 0 | |
| DisCo2026.03 | 0.0002 | 4.03 | 0.0009 | — | — | — | 83.6 | 100 | 100 | 83.6 | |
| Graph-GRPOTraining steps=502026.03 | 0.0002 | 3.25 | 0.0012 | 0.0067 | 0.0013 | 1.5 | 95 | 100 | 100 | 95 |