Target Distribution Sampling on Funnel 10D
113.15Sinkhorn DistanceTB/SubTB + SMC
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TB/SubTB + SMCsetting=gradient-based2025.10 | 113.15 | 0.073 | — | — | |
| TB + IW-BufGradient-free=true, IW-Buf=true2025.10 | 115.28 | — | -0.7 | 1.53 | |
| TB/SubTB + SMC + IW-Bufsetting=gradient-based2025.10 | 115.54 | 0.05 | — | — | |
| TB/SubTB + SMC + IW-BufGradient-free=true, SMC=true, IW-Buf=true2025.10 | 116.23 | — | -0.69 | 3.64 | |
| SMC-ESS2025.10 | 117.48 | — | — | — | |
| SMC-HMC-ESSsetting=gradient-based, source=Chen et al. (2025)2025.10 | 117.48 | — | — | — | |
| TB + IW-Bufsetting=gradient-based2025.10 | 121.03 | 0.051 | — | — | |
| CMCD-KLsetting=gradient-based, source=Chen et al. (2025)2025.10 | 124.89 | — | — | — | |
| LVsetting=gradient-based2025.10 | 127.06 | 0.109 | — | — | |
| TBsetting=gradient-based2025.10 | 127.59 | 0.109 | — | — | |
| PDNS2025.10 | 129.54 | — | — | — | |
| DDSsetting=gradient-based2025.10 | 130.59 | 0.116 | — | — | |
| NAAS2025.10 | 132.3 | — | — | — | |
| SCLD2025.10 | 134.23 | — | — | — | |
| CRAFT2025.10 | 134.34 | — | — | — | |
| DDSGradient-free=true2025.10 | 136.85 | — | -0.49 | 9.67 | |
| TBGradient-free=true2025.10 | 137.35 | — | -0.5 | 8.33 | |
| LVGradient-free=true2025.10 | 137.4 | — | -0.5 | 8.66 | |
| TB/SubTB + SMCGradient-free=true, SMC=true2025.10 | 138.79 | — | -0.56 | 41.54 | |
| CMCD-LV2025.10 | 139.07 | — | — | — | |
| CMCD-LVsetting=gradient-based, source=Chen et al. (2025)2025.10 | 139.07 | — | — | — | |
| DDS2025.10 | 142.89 | — | — | — | |
| SMC2025.10 | 149.35 | — | — | — | |
| PISsetting=gradient-based2025.10 | 155.16 | 0.161 | — | — | |
| SMC-HMCsetting=gradient-based2025.10 | 168.38 | 0.197 | — | — | |
| SMC-RWMGradient-free=true2025.10 | 168.38 | — | — | — | |
| SCLDsetting=gradient-based2025.10 | 169.38 | 0.267 | — | — | |
| SCLD w/o MCMCsetting=gradient-based2025.10 | 226.49 | 0.567 | — | — | |
| CMCD-KL2025.10 | 513.33 | — | — | — |