Graph Generation on Tree
850.7A.RatioEDGE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EDGEClass=Diffusion2026.04 | 850.7 | 0 | |
| GraphRNNClass=Autoregressive2026.04 | 607 | 0 | |
| GRANClass=Autoregressive2026.04 | 607 | 0 | |
| GraphGenClass=Autoregressive2026.04 | 33.2 | 95 | |
| BwR (EDP-GNN)Class=Diffusion2026.04 | 11.4 | 0 | |
| DiGress (EMA)Class=Diffusion2025.06 | 8.9 | 56 | |
| BiGGClass=Autoregressive2026.04 | 5.2 | 75 | |
| HSpectreClass=Diffusion2026.04 | 4 | 100 | |
| HSpectreSteps=2562025.11 | 4 | 100 | |
| GTFramework=DeFoG, Backbone=GT2026.03 | 2.6 | 91 | |
| PPGNFramework=DiGress, Backbone=PPGN2026.03 | 2.5 | 93 | |
| DeFoGClass=Flow, Steps=5%2026.04 | 2.5 | 73.5 | |
| DeFoGSteps=502025.11 | 2.5 | 73.5 | |
| GraphBSI (OU)Steps=502025.11 | 2.5 | 96 | |
| GruM (EMA)Class=Diffusion2025.06 | 2.4 | 52.5 | |
| HSpectreClass=Autoregression2025.12 | 2.1 | 82.5 | |
| HSpectreClass=Diffusion2025.06 | 2.1 | 82.5 | |
| GraphBSI (EM)Steps=502025.11 | 2.1 | 89 | |
| Cometh (EMA)Class=Diffusion2025.06 | 2 | 84.5 | |
| DeFoG (EMA)Class=Flow2025.06 | 1.9 | 83.5 | |
| PPGNFramework=DeFoG, Backbone=PPGN2026.03 | 1.8 | 98 | |
| GraphBSI (OU)Steps=10002025.11 | 1.8 | 100 | |
| LGDCClass=Hybrid2025.12 | 1.7 | — | |
| GTFramework=DiGress, Backbone=GT2026.03 | 1.7 | 88 | |
| DiGressClass=Diffusion2026.04 | 1.6 | 90 | |
| EQUIMFClass=Flow2026.04 | 1.6 | 97.2 | |
| DiGressSteps=10002025.11 | 1.6 | 90 | |
| DeFoGSteps=10002025.11 | 1.6 | 96.5 | |
| DeFoGClass=One-shot2025.12 | 1.5 | — | |
| GenGNNFramework=DeFoG, Backbone=GenGNN2026.03 | 1.4 | 91 | |
| GenGNNFramework=DiGress, Backbone=GenGNN2026.03 | 1.4 | 89 | |
| DeFoGClass=Flow2026.04 | 1.4 | 96.5 | |
| BWFlow (EMA)Class=Flow2025.06 | 1.3 | 81.5 | |
| GraphBSI (EM)Steps=10002025.11 | 1.3 | 96.5 | |
| Train setClass=—2025.06 | 1 | 100 | |
| Train Set2025.11 | 1 | 100 |