Sliced Wasserstein Distance Estimation on Banana-shaped target d=10
0.0968SW1 DistanceRepelled
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RepelledT=10000, MCMC Kernel=regular HMC2025.09 | 0.0968 | 7 | |
| UnifOrthoT=10000, MCMC Kernel=regular HMC2025.09 | 0.0968 | 4 | |
| Repelled SHCVT=10000, MCMC Kernel=regular HMC2025.09 | 0.0968 | 8 | |
| i.i.d.T=10000, MCMC Kernel=regular HMC2025.09 | 0.097 | 0.001 | |
| SHCVT=10000, MCMC Kernel=regular HMC2025.09 | 0.097 | 0.001 | |
| i.i.d.T=10000, MCMC Kernel=regular NUTS2025.09 | 0.098 | 0.001 | |
| UnifOrthoT=10000, MCMC Kernel=regular NUTS2025.09 | 0.0983 | 4 | |
| SHCVT=10000, MCMC Kernel=regular NUTS2025.09 | 0.0983 | 9 | |
| Repelled SHCVT=10000, MCMC Kernel=regular NUTS2025.09 | 0.0983 | 6 | |
| RepelledT=10000, MCMC Kernel=regular NUTS2025.09 | 0.0984 | 6 | |
| i.i.d.T=10000, MCMC Kernel=broken HMC2025.09 | 0.158 | 0.002 | |
| RepelledT=10000, MCMC Kernel=broken HMC2025.09 | 0.158 | 0.001 | |
| UnifOrthoT=10000, MCMC Kernel=broken HMC2025.09 | 0.158 | 8 | |
| SHCVT=10000, MCMC Kernel=broken HMC2025.09 | 0.158 | 0.002 | |
| Repelled SHCVT=10000, MCMC Kernel=broken HMC2025.09 | 0.158 | 0.001 | |
| i.i.d.T=1000, MCMC Kernel=regular NUTS2025.09 | 0.242 | 0.004 | |
| RepelledT=1000, MCMC Kernel=regular NUTS2025.09 | 0.242 | 0.003 | |
| UnifOrthoT=1000, MCMC Kernel=regular NUTS2025.09 | 0.242 | 0.001 | |
| SHCVT=1000, MCMC Kernel=regular NUTS2025.09 | 0.242 | 0.003 | |
| Repelled SHCVT=1000, MCMC Kernel=regular NUTS2025.09 | 0.242 | 0.002 | |
| i.i.d.T=1000, MCMC Kernel=broken HMC2025.09 | 0.27 | 0.003 | |
| RepelledT=1000, MCMC Kernel=broken HMC2025.09 | 0.27 | 0.002 | |
| UnifOrthoT=1000, MCMC Kernel=broken HMC2025.09 | 0.27 | 0.001 | |
| SHCVT=1000, MCMC Kernel=broken HMC2025.09 | 0.27 | 0.003 | |
| Repelled SHCVT=1000, MCMC Kernel=broken HMC2025.09 | 0.27 | 0.002 | |
| i.i.d.T=1000, MCMC Kernel=broken NUTS2025.09 | 0.374 | 0.004 | |
| RepelledT=1000, MCMC Kernel=broken NUTS2025.09 | 0.374 | 0.003 | |
| UnifOrthoT=1000, MCMC Kernel=broken NUTS2025.09 | 0.374 | 0.002 | |
| SHCVT=1000, MCMC Kernel=broken NUTS2025.09 | 0.374 | 0.005 | |
| Repelled SHCVT=1000, MCMC Kernel=broken NUTS2025.09 | 0.374 | 0.004 | |
| i.i.d.T=1000, MCMC Kernel=regular HMC2025.09 | 0.487 | 0.009 | |
| RepelledT=1000, MCMC Kernel=regular HMC2025.09 | 0.487 | 0.006 | |
| UnifOrthoT=1000, MCMC Kernel=regular HMC2025.09 | 0.487 | 0.002 | |
| SHCVT=1000, MCMC Kernel=regular HMC2025.09 | 0.487 | 0.005 | |
| Repelled SHCVT=1000, MCMC Kernel=regular HMC2025.09 | 0.487 | 0.004 | |
| i.i.d.T=100, MCMC Kernel=regular NUTS2025.09 | 0.579 | 0.008 | |
| RepelledT=100, MCMC Kernel=regular NUTS2025.09 | 0.579 | 0.006 | |
| Repelled SHCVT=100, MCMC Kernel=regular NUTS2025.09 | 0.579 | 0.004 | |
| UnifOrthoT=100, MCMC Kernel=regular NUTS2025.09 | 0.58 | 0.002 | |
| SHCVT=100, MCMC Kernel=regular NUTS2025.09 | 0.58 | 0.005 | |
| i.i.d.T=100, MCMC Kernel=broken HMC2025.09 | 0.741 | 0.007 | |
| RepelledT=100, MCMC Kernel=broken HMC2025.09 | 0.741 | 0.005 | |
| UnifOrthoT=100, MCMC Kernel=broken HMC2025.09 | 0.741 | 0.002 | |
| SHCVT=100, MCMC Kernel=broken HMC2025.09 | 0.741 | 0.004 | |
| Repelled SHCVT=100, MCMC Kernel=broken HMC2025.09 | 0.741 | 0.003 | |
| i.i.d.T=10000, MCMC Kernel=broken NUTS2025.09 | 0.79 | 0.016 | |
| RepelledT=10000, MCMC Kernel=broken NUTS2025.09 | 0.79 | 0.01 | |
| UnifOrthoT=10000, MCMC Kernel=broken NUTS2025.09 | 0.79 | 0.004 | |
| SHCVT=10000, MCMC Kernel=broken NUTS2025.09 | 0.79 | 0.008 | |
| Repelled SHCVT=10000, MCMC Kernel=broken NUTS2025.09 | 0.79 | 0.006 | |
| i.i.d.T=100, MCMC Kernel=regular HMC2025.09 | 0.847 | 0.012 | |
| SHCVT=100, MCMC Kernel=regular HMC2025.09 | 0.847 | 0.007 | |
| RepelledT=100, MCMC Kernel=regular HMC2025.09 | 0.848 | 0.008 | |
| UnifOrthoT=100, MCMC Kernel=regular HMC2025.09 | 0.848 | 0.003 | |
| Repelled SHCVT=100, MCMC Kernel=regular HMC2025.09 | 0.848 | 0.006 | |
| SHCVT=100, MCMC Kernel=broken NUTS2025.09 | 4.049 | 0.044 | |
| RepelledT=100, MCMC Kernel=broken NUTS2025.09 | 4.05 | 0.054 | |
| i.i.d.T=100, MCMC Kernel=broken NUTS2025.09 | 4.051 | 0.082 | |
| UnifOrthoT=100, MCMC Kernel=broken NUTS2025.09 | 4.051 | 0.02 | |
| Repelled SHCVT=100, MCMC Kernel=broken NUTS2025.09 | 4.051 | 0.029 | |
| i.i.d.T=10, MCMC Kernel=regular NUTS2025.09 | 4.805 | 0.102 | |
| RepelledT=10, MCMC Kernel=regular NUTS2025.09 | 4.811 | 0.062 | |
| UnifOrthoT=10, MCMC Kernel=regular NUTS2025.09 | 4.811 | 0.023 | |
| SHCVT=10, MCMC Kernel=regular NUTS2025.09 | 4.812 | 0.05 | |
| Repelled SHCVT=10, MCMC Kernel=regular NUTS2025.09 | 4.812 | 0.041 | |
| i.i.d.T=10, MCMC Kernel=broken HMC2025.09 | 4.955 | 0.093 | |
| SHCVT=10, MCMC Kernel=broken NUTS2025.09 | 4.956 | 0.06 | |
| i.i.d.T=10, MCMC Kernel=broken NUTS2025.09 | 4.957 | 0.089 | |
| RepelledT=10, MCMC Kernel=broken HMC2025.09 | 4.957 | 0.062 | |
| RepelledT=10, MCMC Kernel=broken NUTS2025.09 | 4.957 | 0.073 | |
| SHCVT=10, MCMC Kernel=regular HMC2025.09 | 4.957 | 0.052 | |
| Repelled SHCVT=10, MCMC Kernel=broken HMC2025.09 | 4.957 | 0.037 | |
| Repelled SHCVT=10, MCMC Kernel=regular HMC2025.09 | 4.957 | 0.04 | |
| UnifOrthoT=10, MCMC Kernel=broken HMC2025.09 | 4.958 | 0.028 | |
| UnifOrthoT=10, MCMC Kernel=regular HMC2025.09 | 4.958 | 0.026 | |
| UnifOrthoT=10, MCMC Kernel=broken NUTS2025.09 | 4.958 | 0.026 | |
| i.i.d.T=10, MCMC Kernel=regular HMC2025.09 | 4.959 | 0.101 | |
| Repelled SHCVT=10, MCMC Kernel=broken NUTS2025.09 | 4.959 | 0.039 | |
| RepelledT=10, MCMC Kernel=regular HMC2025.09 | 4.96 | 0.068 | |
| SHCVT=10, MCMC Kernel=broken HMC2025.09 | 4.96 | 0.049 |