Sampling from synthetic distributions on Manywell D=32
0.153Partition Function Error (Zr)GFN-TB-Imp
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GFN-TB-ImpNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 0.153 | 0.243 | 5.33 | |
| PIS-LVNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 0.721 | 0.134 | 5.462 | |
| +TD(λ)Temporal Difference learning (TD(λ))=true, Number of evaluation samples=2,000, Number of random seeds=32025.02 | 0.845 | 0.517 | 5.492 | |
| +BufferOff-policy exploration (Buffer)=true, Number of evaluation samples=2,000, Number of random seeds=32025.02 | 1.36 | 2.562 | 5.474 | |
| DIS-LVNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 2.172 | 1.253 | 6.144 | |
| DDS-LVNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 2.281 | — | 6.021 | |
| VGS (Ours)Number of evaluation samples=2,000, Number of random seeds=32025.02 | 2.427 | 3.583 | 5.666 | |
| GFN-SubTBNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 2.66 | 0.337 | 6.092 | |
| GFN-TBNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 2.726 | 0.198 | 6.161 | |
| GFN-DBNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 8.321 | 7.057 | 6.719 | |
| CRAFTNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 13.076 | — | 9.244 | |
| AFTNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 13.692 | — | 8.905 | |
| SMCNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 30.17 | — | 5.882 |