Sampling on discretised synthetic densities on ManyWell (d=32)
0.04Sinkhorn Dist.MH MCMC
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MH MCMC2026.02 | 0.04 | — | — | 0.01 | |
| LVMode=on-policy2026.02 | 0.06 | 20.18 | 21.43 | 0.04 | |
| TBMode=on-policy2026.02 | 0.06 | 20.18 | 21.43 | 0.04 | |
| TBMode=off-policy, Buffer=true2026.02 | 0.06 | 19.8 | 20.93 | 0.02 | |
| TBMode=off-policy, Buffer=true, MCMC=true2026.02 | 0.07 | 19.72 | 20.93 | 0.02 | |
| LVMode=off-policy, Buffer=true2026.02 | 0.08 | 19.4 | 21.03 | 0.03 | |
| LVMode=off-policy, Buffer=true, MCMC=true2026.02 | 0.08 | 19.3 | 21.03 | 0.03 | |
| MDNSLoss=WDCE2026.02 | 0.11 | 18.21 | 21.44 | 0.03 | |
| TB/SubTB + SMCGradient-free=true, SMC=true2025.10 | 21.91 | 162.48 | 166.83 | — | |
| TB + IW-BufGradient-free=true, IW-Buf=true2025.10 | 22.97 | 162.84 | 166.3 | — | |
| TB/SubTB + SMC + IW-BufGradient-free=true, SMC=true, IW-Buf=true2025.10 | 22.97 | 162.81 | 166.3 | — | |
| SMC-RWMGradient-free=true2025.10 | 29.14 | — | — | — | |
| TBGradient-free=true2025.10 | 29.57 | 160.69 | 252.37 | — | |
| DDSGradient-free=true2025.10 | 29.58 | 160.71 | 259.08 | — | |
| LVGradient-free=true2025.10 | 29.58 | 160.7 | 267.35 | — |