Density Estimation on Volcano (test)
-7.93NLLRiemannian flow matching
Evaluation results
| Method | Links | |
|---|---|---|
| Riemannian flow matchingFast inference=false, Number of steps=10002023.12 | -7.93 | |
| RDM2022.08 | -6.61 | |
| Riemannian diffusionFast inference=false, Number of steps=>1002023.12 | -6.61 | |
| Riemannian CNFFast inference=false, Number of steps=~1002023.12 | -6.05 | |
| Riemannian Score-Based2022.08 | -5.56 | |
| Riemannian score-basedFast inference=false, Number of steps=~1002023.12 | -4.92 | |
| Moser flowFast inference=false, Number of steps=~1002023.12 | -4.21 | |
| Stereographic Score-Based2022.08 | -4.18 | |
| Stereographic score-basedFast inference=false, Number of steps=~1002023.12 | -3.8 | |
| M-FFFFast inference=true2023.12 | -2.25 | |
| Moser Flow2022.08 | -2.02 | |
| Riemannian CNF2022.08 | -0.97 | |
| Mixture of Kent2022.08 | -0.8 | |
| Mixture of KentFast inference=true2023.12 | -0.8 |