Amortised Sampling on GMM40 d = 50
3,579.17Sinkhorn DistanceTB/SubTB + SMC + IW-Buf
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TB/SubTB + SMC + IW-Bufsetting=gradient-based2025.10 | 3,579.17 | 0.035 | |
| TBsetting=gradient-based2025.10 | 3,903.95 | 0.036 | |
| LVsetting=gradient-based2025.10 | 3,952.22 | 0.036 | |
| CMCD-LVsetting=gradient-based, source=Chen et al. (2025)2025.10 | 4,258.57 | — | |
| TB + IW-Bufsetting=gradient-based2025.10 | 4,284.49 | 0.038 | |
| SCLD w/o MCMCsetting=gradient-based2025.10 | 6,339.91 | 0.051 | |
| DDSsetting=gradient-based2025.10 | 6,882.66 | 0.05 | |
| SCLDsetting=gradient-based2025.10 | 7,477.14 | 0.063 | |
| PISsetting=gradient-based2025.10 | 16,425.73 | 0.11 | |
| CMCD-KLsetting=gradient-based, source=Chen et al. (2025)2025.10 | 22,132.28 | — | |
| SMC-HMC-ESSsetting=gradient-based, source=Chen et al. (2025)2025.10 | 24,240.68 | — | |
| SMC-HMCsetting=gradient-based2025.10 | 37,836.18 | 0.486 | |
| TB/SubTB + SMCsetting=gradient-based2025.10 | — | 0.194 |