Sampling from synthetic distributions on 25GMM (D=2)
0.003Delta Log Partition Function Error (Zr)VGS (Ours)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VGS (Ours)Number of evaluation samples=2,000, Number of random seeds=32025.02 | 0.003 | 0.022 | 1.253 | |
| +TD(λ)Temporal Difference learning (TD(λ))=true, Number of evaluation samples=2,000, Number of random seeds=32025.02 | 0.006 | 0.012 | 1.214 | |
| GFN-SubTBNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 0.016 | 0.013 | 1.334 | |
| GFN-TB-ImpNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 0.016 | 0.018 | 1.186 | |
| +BufferOff-policy exploration (Buffer)=true, Number of evaluation samples=2,000, Number of random seeds=32025.02 | 0.021 | 0.021 | 1.181 | |
| AFTNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 0.092 | — | 4.93 | |
| CRAFTNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 0.131 | — | 4.938 | |
| SMCNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 0.345 | — | 5.207 | |
| GFN-DBNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 0.559 | 0.071 | 4.976 | |
| DDS-LVNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 1.018 | — | 4.678 | |
| PIS-LVNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 1.02 | 0.248 | 4.577 | |
| GFN-TBNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 1.035 | 0.014 | 4.685 | |
| DIS-LVNumber of evaluation samples=2,000, Number of random seeds=32025.02 | 1.083 | 0.034 | 4.656 |