Unconditional Graph Generation on ZINC 250k
100ValidityTraining set
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Training setMethod Category=Reference2025.10 | 100 | 0.062 | 0.0001 | 84 | — | |
| GruMMethod Category=Diffusion2025.10 | 98.95 | 2.257 | 0.0015 | 53 | 2 | |
| TreeDiffMethod Category=Inference-Time2025.10 | 98.95 | 2.135 | 0.0011 | 49.2 | 1.8 | |
| Best-of-NMethod Category=Inference-Time2025.10 | 98.84 | 3.803 | 0.0013 | 48.5 | 4.8 | |
| TAGMolMethod Category=Inference-Time2025.10 | 98.73 | 2.647 | 0.0012 | 48.8 | 3.8 | |
| SVDDMethod Category=Inference-Time2025.10 | 98.42 | 2.706 | 0.0018 | 41.8 | 5.9 | |
| Beam SearchMethod Category=Inference-Time2025.10 | 98.12 | 2.553 | 0.0015 | 50.2 | 3.5 | |
| GDSSMethod Category=Diffusion2025.10 | 97.44 | 14.656 | 0.0021 | 4.7 | 8 | |
| DiGressMethod Category=Diffusion2025.10 | 94.99 | 3.482 | 0.0021 | 41.6 | 5.8 | |
| GraphDFMethod Category=Trad.2025.10 | 90.61 | 33.546 | 0.177 | 0 | 11 | |
| EDP-GNNMethod Category=Diffusion2025.10 | 87.21 | 76.737 | 0.0485 | 0 | 10.3 | |
| GraphAFMethod Category=Trad.2025.10 | 68.47 | 16.023 | 0.0442 | 6.7 | 10 | |
| MoFlowMethod Category=Trad.2025.10 | 63.11 | 20.931 | 0.0455 | 1.3 | 10.4 |