Graph Generation on Planar
100V.U.N.Train set
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Train setClass=—2025.06 | 100 | 1 | — | |
| Train Set2025.11 | 100 | 1 | — | |
| GraphBSI (EM)Steps=10002025.11 | 100 | 3.8 | — | |
| GraphBSI (OU)Steps=10002025.11 | 100 | 3.2 | — | |
| EQUIMFClass=Flow2026.04 | 99.6 | 1.6 | — | |
| ComethClass=Diffusion2026.04 | 99.5 | — | — | |
| DeFoGSteps=10002025.11 | 99.5 | 1.6 | — | |
| DeFoGClass=Flow2026.04 | 98.5 | 1.4 | — | |
| PPGNFramework=DiGress, Backbone=PPGN2026.03 | 97 | 2.3 | — | |
| GraphBFNSteps=10002025.11 | 96.7 | — | — | |
| HSpectreClass=Diffusion2026.04 | 95 | 2.1 | — | |
| DeFoGClass=Flow, Steps=5%2026.04 | 95 | 3.2 | — | |
| DeFoGSteps=502025.11 | 95 | 3.2 | — | |
| HSpectreSteps=2562025.11 | 95 | 2.1 | — | |
| PPGNFramework=DeFoG, Backbone=PPGN2026.03 | 93 | 2.3 | — | |
| GTFramework=DeFoG, Backbone=GT2026.03 | 93 | 1.9 | — | |
| GenGNNFramework=DeFoG, Backbone=GenGNN2026.03 | 93 | 1.5 | — | |
| GruMClass=Diffusion2026.04 | 90 | 1.8 | — | |
| GenGNNFramework=DiGress, Backbone=GenGNN2026.03 | 88 | 3.9 | — | |
| GTFramework=DiGress, Backbone=GT2026.03 | 85 | 1.2 | — | |
| BWFlow (CAVG)Class=Flow2025.06 | 84.8 | — | 2.4 | |
| BWFlow (EMA)Class=Flow2025.06 | 84.8 | 2.4 | — | |
| DisCoClass=Diffusion2026.04 | 83.6 | — | — | |
| Cometh (CAVG)Class=Diffusion2025.06 | 80.5 | — | 3 | |
| Cometh (EMA)Class=Diffusion2025.06 | 80.5 | 3 | — | |
| CatFlowClass=Flow2026.04 | 80 | — | — | |
| DeFoG (CAVG)Class=Flow2025.06 | 77.5 | — | 3.5 | |
| DeFoG (EMA)Class=Flow2025.06 | 77.5 | 3.5 | — | |
| DiGressClass=Diffusion2026.04 | 77.5 | 5.1 | — | |
| DiGressSteps=10002025.11 | 77.5 | 5.1 | — | |
| GruM (CAVG)Class=Diffusion2025.06 | 74.4 | — | 3.2 | |
| GruM (EMA)Class=Diffusion2025.06 | 74.4 | 3.2 | — | |
| HSpectreClass=Diffusion2025.06 | 67.5 | — | 3 | |
| HSpectreClass=Diffusion2025.06 | 67.5 | 3 | — | |
| HSpectreClass=Autoregression2025.12 | 62.5 | 2.9 | — | |
| DiGress (CAVG)Class=Diffusion2025.06 | 61.5 | — | 9.9 | |
| DiGress (EMA)Class=Diffusion2025.06 | 61.5 | 9.9 | — | |
| DisCo (CAVG)Class=Diffusion2025.06 | 57.5 | — | 9 | |
| DisCo (CAVG)Class=Diffusion2025.06 | 57.5 | 9 | — | |
| GraphBSI (OU)Steps=502025.11 | 38.5 | 18 | — | |
| SPECTREClass=GAN2026.04 | 25 | 3 | — | |
| GraphGenClass=Autoregressive2026.04 | 7.5 | 210.3 | — | |
| GraphBSI (EM)Steps=502025.11 | 7.5 | 47.5 | — | |
| BiGGClass=Autoregressive2026.04 | 5 | 16 | — | |
| GraphRNNClass=Autoregressive2026.04 | 0 | 490.2 | — | |
| GRANClass=Autoregressive2026.04 | 0 | 2 | — | |
| EDGEClass=Diffusion2026.04 | 0 | 431.4 | — | |
| BwR (EDP-GNN)Class=Diffusion2026.04 | 0 | 251.9 | — | |
| DeFoGClass=One-shot2025.12 | — | 4.07 | — | |
| LGDCClass=Hybrid2025.12 | — | 3.06 | — |