Abstract graph generation on Community small
0.35DegreeGraphVAE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GraphVAE2024.06 | 0.35 | 0.98 | 0.54 | — | |
| GraphVAEType=One-shot, Space=R^d2025.06 | 0.35 | 0.98 | 0.54 | 0.6233 | |
| GNF2024.06 | 0.2 | 0.2 | 0.11 | — | |
| GNFType=Flow, Space=G^d2025.06 | 0.2 | 0.2 | 0.11 | 0.17 | |
| GraphRNNType=Autoregressive, Space=G^d2025.06 | 0.08 | 0.12 | 0.04 | 0.08 | |
| GraphAFType=Flow, Space=G^d2025.06 | 0.06 | 0.1 | 0.015 | 0.0583 | |
| EDP-GNN2024.06 | 0.053 | 0.144 | 0.026 | — | |
| EDP-GNNType=Diffusion, Space=G^d2025.06 | 0.053 | 0.144 | 0.026 | 0.0743 | |
| DiGressType=Diffusion, Space=G^d2025.06 | 0.047 | 0.041 | 0.026 | 0.038 | |
| GDSS2024.06 | 0.045 | 0.086 | 0.007 | — | |
| GDSSType=Diffusion, Space=G^d2025.06 | 0.045 | 0.086 | 0.007 | 0.046 | |
| VQGAEType=Autoregressive, Space=R^d2025.06 | 0.032 | 0.062 | 0.0046 | 0.0329 | |
| CatFlow2024.06 | 0.018 | 0.086 | 0.007 | — | |
| CatFlowType=Flow, Space=G^d2025.06 | 0.018 | 0.086 | 0.007 | 0.037 | |
| HGDMType=Diffusion, Space=G^d x B^n2025.06 | 0.017 | 0.05 | 0.005 | 0.024 | |
| HVQVAEType=One-shot, Space=B^n_c2025.06 | 0.0085 | 0.0681 | 0.0488 | 0.0418 | |
| HVQVAE+FlowType=Flow, Space=B^n_c2025.06 | 0.0015 | 0.0589 | 0.004 | 0.0215 |