Sampling diversity and quality estimation on Gaussian mixture
6.53Mode Coverage (Marginal)Log-barrier
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Log-barrierScore-based Regularization=soft2025.11 | 6.53 | 9.62 | 15.08 | 0.38 | |
| PGScore-based Regularization=hard2025.11 | 6.52 | 7.59 | 19.93 | 0.227 | |
| ChebyshevScore-based Regularization=soft2025.11 | 6.52 | 8.6 | 15.15 | 0.379 | |
| ChebyshevScore-based Regularization=hard2025.11 | 6.52 | 8.58 | 19.9 | 0.227 | |
| Log-barrierScore-based Regularization=None2025.11 | 6.52 | 9.44 | 7.5 | 0.521 | |
| Log-barrierScore-based Regularization=hard2025.11 | 6.52 | 9.63 | 19.84 | 0.227 | |
| IIDScore-based Regularization=None2025.11 | 6.51 | — | 20.31 | 0.139 | |
| PGScore-based Regularization=None2025.11 | 6.51 | 7.5 | 7.28 | 0.526 | |
| PGScore-based Regularization=soft2025.11 | 6.51 | 7.56 | 14.94 | 0.386 | |
| ChebyshevScore-based Regularization=None2025.11 | 6.51 | 8.39 | 7.74 | 0.517 | |
| ReciprocalScore-based Regularization=None2025.11 | 6.51 | 9.45 | 7.91 | 0.514 | |
| ReciprocalScore-based Regularization=soft2025.11 | 6.51 | 9.55 | 14.71 | 0.39 | |
| ReciprocalScore-based Regularization=hard2025.11 | 6.51 | 9.55 | 19.34 | 0.247 | |
| DPPScore-based Regularization=None2025.11 | 6.51 | 8.55 | 7.16 | 0.527 | |
| DPP+DFScore-based Regularization=None2025.11 | 6.5 | 6.89 | 20.96 | 0.121 | |
| DPPScore-based Regularization=soft2025.11 | 6.5 | 8.56 | 14.25 | 0.402 | |
| DPPScore-based Regularization=hard2025.11 | 6.5 | 8.57 | 19.27 | 0.253 |