Amortised Sampling on Robot4 d = 10
0.39Sinkhorn DistanceTB/SubTB + SMC + IW-Buf
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TB/SubTB + SMC + IW-Bufsetting=gradient-based2025.10 | 0.39 | 0.103 | |
| TB + IW-Bufsetting=gradient-based2025.10 | 1.27 | 0.318 | |
| SCLD w/o MCMCsetting=gradient-based2025.10 | 1.28 | 0.327 | |
| LVsetting=gradient-based2025.10 | 1.71 | 0.422 | |
| TBsetting=gradient-based2025.10 | 1.72 | 0.424 | |
| SMC-HMC-ESSsetting=gradient-based, source=Chen et al. (2025)2025.10 | 2.11 | — | |
| CMCD-KLsetting=gradient-based, source=Chen et al. (2025)2025.10 | 3.71 | — | |
| SCLDsetting=gradient-based2025.10 | 11.24 | 0.486 | |
| CMCD-LVsetting=gradient-based, source=Chen et al. (2025)2025.10 | 27 | — | |
| SMC-HMCsetting=gradient-based2025.10 | 28.62 | 0.645 | |
| TB/SubTB + SMCsetting=gradient-based2025.10 | 64.48 | 0.778 | |
| PISsetting=gradient-based2025.10 | 3,106.73 | 0.593 | |
| DDSsetting=gradient-based2025.10 | — | 1.381 |