Density Estimation on MINIBOON (test)
-6.94Avg Log-LikelihoodDDE (Ours)
Evaluation Results
| Method | Links | |
|---|---|---|
| DDE (Ours)Normalization Strategy=Sampling, sigma_n=0.152020.01 | -6.94 | |
| Huang et al. (2018)Normalization Strategy=Analytical2020.01 | -8.86 | |
| De Cao et al. (2019)Normalization Strategy=Sampling2020.01 | -8.95 | |
| Grathwohl et al. (2019)Normalization Strategy=Analytical2020.01 | -10.43 | |
| Oliva et al. (2018)Normalization Strategy=Analytical2020.01 | -11.01 | |
| Kingma and Dhariwal (2018)Normalization Strategy=Analytical2020.01 | -11.35 | |
| Papamakarios et al. (2017)Normalization Strategy=Analytical, Mixture of Gaussians=true2020.01 | -11.68 | |
| Papamakarios et al. (2017)Normalization Strategy=Analytical2020.01 | -12.24 | |
| Germain et al. (2015)Normalization Strategy=Analytical, Mixture of Gaussians=true2020.01 | -12.27 | |
| Dinh et al. (2017)Normalization Strategy=Analytical2020.01 | -13.55 |