Unconditional modeling on Funnel d = 10
0.106Delta log ZGGNS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GGNS2024.02 | 0.106 | — | — | — | — | |
| DDS2024.02 | 0.424 | 0.206 | 29.3 | — | — | |
| DDS2024.02 | 0.424 | 0.206 | — | — | — | |
| FL-SubTB2024.02 | 0.527 | 0.182 | 22.1 | — | — | |
| FL-SubTB2024.02 | 0.527 | 0.182 | — | — | — | |
| PIS2024.02 | 0.534 | 0.262 | 22 | — | — | |
| PIS2024.02 | 0.534 | 0.262 | — | — | — | |
| SMC2024.02 | 0.561 | 0.033 | 50.3 | — | — | |
| SMC2024.02 | 0.561 | 0.033 | — | — | — | |
| FL-SubTBLangevin parametrization=true2024.02 | 0.563 | 0.155 | 22.2 | — | — | |
| FL-SubTBLangevin parametrization=true2024.02 | 0.563 | 0.155 | — | — | — | |
| PISLangevin parametrization=true2024.02 | 0.587 | 0.285 | 22.1 | — | — | |
| PISLangevin parametrization=true2024.02 | 0.587 | 0.285 | — | — | — | |
| VarGradExplorative objective=true2024.02 | 0.642 | 0.25 | 22.1 | — | — | |
| VarGradExploration objective=true2024.02 | 0.642 | 0.25 | — | — | — | |
| TBExplorative objective=true, Local Search=true2024.02 | 0.653 | 0.285 | 21.9 | — | — | |
| TBExploration objective=true, Local Search=true2024.02 | 0.653 | 0.285 | — | — | — | |
| TBExplorative objective=true, Langevin parametrization=true2024.02 | 0.666 | 0.051 | 22.3 | — | — | |
| TBExploration objective=true, Langevin parametrization=true2024.02 | 0.666 | 0.051 | — | — | — | |
| TB2024.02 | 0.69 | 0.239 | 22.4 | — | — | |
| TB2024.02 | 0.69 | 0.239 | — | — | — | |
| TBExplorative objective=true2024.02 | 0.749 | 0.226 | 21.3 | — | — | |
| TBExploration objective=true2024.02 | 0.749 | 0.226 | — | — | — | |
| TBExplorative objective=true, Langevin parametrization=true, Local Search=true2024.02 | 0.768 | 0.264 | 21.8 | — | — | |
| TBExploration objective=true, Langevin parametrization=true, Local Search=true2024.02 | 0.768 | 0.264 | — | — | — | |
| GGNS2024.02 | 0.801 | 0.173 | 25.6 | — | — | |
| DIS2024.02 | 0.839 | 0.093 | 20.7 | — | — | |
| DIS2024.02 | 0.839 | 0.093 | — | — | — | |
| VarGradExplorative objective=true, Langevin parametrization=true, Local Search=true2024.02 | 0.92 | 0.256 | 21.2 | — | — | |
| VarGradExploration objective=true, Langevin parametrization=true, Local Search=true2024.02 | 0.92 | 0.256 | — | — | — | |
| +BufferOff-policy exploration (Buffer)=true, Number of evaluation samples=2,000, Number of random seeds=32025.02 | — | — | 21.787 | 0.168 | 0.046 | |
| +TD(λ)Temporal Difference learning (TD(λ))=true, Number of evaluation samples=2,000, Number of random seeds=32025.02 | — | — | 16.325 | 0.208 | 0.005 | |
| AFTNumber of evaluation samples=2,000, Number of random seeds=32025.02 | — | — | 23.516 | 0.197 | — | |
| CRAFTNumber of evaluation samples=2,000, Number of random seeds=32025.02 | — | — | 26.269 | 0.126 | — | |
| DDS-LVNumber of evaluation samples=2,000, Number of random seeds=32025.02 | — | — | 20.681 | 0.07 | — | |
| DIS-LVNumber of evaluation samples=2,000, Number of random seeds=32025.02 | — | — | 20.63 | 0.035 | 0.337 | |
| GFN-DBNumber of evaluation samples=2,000, Number of random seeds=32025.02 | — | — | 28.07 | 0.552 | 0.04 | |
| GFN-SubTBNumber of evaluation samples=2,000, Number of random seeds=32025.02 | — | — | 20.683 | 0.384 | 0.013 | |
| GFN-TBNumber of evaluation samples=2,000, Number of random seeds=32025.02 | — | — | 27.684 | 0.284 | 0.016 | |
| GFN-TB-ImpNumber of evaluation samples=2,000, Number of random seeds=32025.02 | — | — | 23.497 | 0.154 | 0.028 | |
| PIS-LVNumber of evaluation samples=2,000, Number of random seeds=32025.02 | — | — | 22.567 | 0.357 | 0.253 | |
| SMCNumber of evaluation samples=2,000, Number of random seeds=32025.02 | — | — | 31.495 | 0.614 | — | |
| VGS (Ours)Number of evaluation samples=2,000, Number of random seeds=32025.02 | — | — | 17.506 | 0.203 | 0.04 |