Amortised Sampling on MoS d = 50
1,477.04Sinkhorn CostSMC-HMC-ESS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SMC-HMC-ESSsetting=gradient-based, source=Chen et al. (2025)2025.10 | 1,477.04 | — | |
| SCLDsetting=gradient-based2025.10 | 1,528.89 | 0.13 | |
| CMCD-KLsetting=gradient-based, source=Chen et al. (2025)2025.10 | 1,848.89 | — | |
| CMCD-LVsetting=gradient-based, source=Chen et al. (2025)2025.10 | 1,945.71 | — | |
| TB/SubTB + SMC + IW-Bufsetting=gradient-based2025.10 | 2,017.86 | 0.299 | |
| TBsetting=gradient-based2025.10 | 2,128.5 | 0.315 | |
| DDSsetting=gradient-based2025.10 | 2,170.75 | 0.245 | |
| LVsetting=gradient-based2025.10 | 2,175.86 | 0.35 | |
| SMC-HMCsetting=gradient-based2025.10 | 2,320.79 | 0.326 | |
| PISsetting=gradient-based2025.10 | 2,324.69 | 0.366 | |
| TB/SubTB + SMCsetting=gradient-based2025.10 | 2,416.52 | 0.428 | |
| TB + IW-Bufsetting=gradient-based2025.10 | 2,505.42 | 0.442 | |
| SCLD w/o MCMCsetting=gradient-based2025.10 | 3,061.87 | 0.574 |