Abstract graph generation on Ego small
0.0112Average MMDHVQVAE+Flow
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| HVQVAE+FlowType=Flow, Space=B^n_c2025.06 | 0.0112 | 0.0133 | 0.0182 | 0.0022 | — | — | — | |
| HGDMType=Diffusion, Space=G^d x B^n2025.06 | 0.0137 | 0.015 | 0.023 | 0.003 | — | — | — | |
| CatFlowType=Flow, Space=G^d2025.06 | 0.015 | 0.013 | 0.024 | 0.008 | — | — | — | |
| HVQVAEType=One-shot, Space=B^n_c2025.06 | 0.0154 | 0.0071 | 0.032 | 0.007 | — | — | — | |
| DiGress2025.02 | 0.016 | 0.015 | 0.029 | 0.005 | — | — | — | |
| HOG-Diff2025.02 | 0.016 | 0.015 | 0.027 | 0.004 | — | — | — | |
| GDSS2025.02 | 0.017 | 0.021 | 0.024 | 0.007 | — | — | — | |
| GDSSType=Diffusion, Space=G^d2025.06 | 0.0173 | 0.021 | 0.024 | 0.007 | — | — | — | |
| FHDMindependent_runs=52022.09 | 0.021 | — | — | — | 0.019 | 0.04 | 0.005 | |
| VQGAEType=Autoregressive, Space=R^d2025.06 | 0.023 | 0.021 | 0.041 | 0.007 | — | — | — | |
| GraphAFType=Flow, Space=G^d2025.06 | 0.0293 | 0.04 | 0.04 | 0.008 | — | — | — | |
| GNFType=Flow, Space=G^d2025.06 | 0.0437 | 0.03 | 0.1 | 0.001 | — | — | — | |
| GNFsource=Niu et al. [30]2022.09 | 0.044 | — | — | — | 0.03 | 0.1 | 0.001 | |
| GNF2025.02 | 0.044 | 0.03 | 0.1 | 0.001 | — | — | — | |
| GraphAF2025.02 | 0.047 | 0.03 | 0.11 | 0.001 | — | — | — | |
| EDP-GNNsource=Niu et al. [30]2022.09 | 0.05 | — | — | — | 0.052 | 0.093 | 0.007 | |
| EDP-GNNType=Diffusion, Space=G^d2025.06 | 0.0507 | 0.052 | 0.093 | 0.007 | — | — | — | |
| EDP-GNN2025.02 | 0.051 | 0.052 | 0.093 | 0.007 | — | — | — | |
| DeepGMGsource=Niu et al. [30]2022.09 | 0.053 | — | — | — | 0.04 | 0.1 | 0.02 | |
| SPECTRE2025.02 | 0.054 | 0.078 | 0.078 | 0.007 | — | — | — | |
| GraphDF2025.02 | 0.06 | 0.04 | 0.13 | 0.01 | — | — | — | |
| GraphRNNsource=Niu et al. [30]2022.09 | 0.104 | — | — | — | 0.09 | 0.22 | 0.003 | |
| GraphRNN2025.02 | 0.104 | 0.09 | 0.22 | 0.003 | — | — | — | |
| GraphRNNType=Autoregressive, Space=G^d2025.06 | 0.1043 | 0.09 | 0.22 | 0.003 | — | — | — | |
| GraphVAEType=One-shot, Space=R^d2025.06 | 0.1167 | 0.13 | 0.17 | 0.05 | — | — | — | |
| GraphVAEsource=Niu et al. [30]2022.09 | 0.117 | — | — | — | 0.13 | 0.17 | 0.05 | |
| GraphVAE2025.02 | 0.117 | 0.13 | 0.17 | 0.05 | — | — | — | |
| CatFlow2024.06 | — | 0.013 | 0.024 | 0.008 | — | — | — | |
| EDP-GNN2024.06 | — | 0.052 | 0.093 | 0.007 | — | — | — | |
| GDSS2024.06 | — | 0.021 | 0.024 | 0.007 | — | — | — | |
| GNF2024.06 | — | 0.03 | 0.1 | 0.001 | — | — | — | |
| GraphVAE2024.06 | — | 0.13 | 0.17 | 0.05 | — | — | — |