Density Estimation on GAS (test)
12.06Average Log-LikelihoodOliva et al. (2018)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Oliva et al. (2018)Normalization Strategy=Analytical2020.01 | 12.06 | — | |
| De Cao et al. (2019)Normalization Strategy=Sampling2020.01 | 12.06 | — | |
| Huang et al. (2018)Normalization Strategy=Analytical2020.01 | 11.96 | — | |
| Papamakarios et al. (2017)Normalization Strategy=Analytical2020.01 | 10.08 | — | |
| DDE (Ours)Normalization Strategy=Sampling, sigma_n=0.042020.01 | 9.73 | — | |
| Papamakarios et al. (2017)Normalization Strategy=Analytical, Mixture of Gaussians=true2020.01 | 9.59 | — | |
| Grathwohl et al. (2019)Normalization Strategy=Analytical2020.01 | 8.59 | — | |
| Germain et al. (2015)Normalization Strategy=Analytical, Mixture of Gaussians=true2020.01 | 8.47 | — | |
| Dinh et al. (2017)Normalization Strategy=Analytical2020.01 | 8.33 | — | |
| Kingma and Dhariwal (2018)Normalization Strategy=Analytical2020.01 | 8.15 | — | |
| FFJORDTraining Approach=Maximum Likelihood2020.07 | — | -8.59 | |
| GFTraining Approach=Maximum Likelihood2020.07 | — | -10.13 | |
| GISTraining Approach=Iterative2020.07 | — | -10.3 | |
| GlowTraining Approach=Maximum Likelihood2020.07 | — | -8.15 | |
| MAFTraining Approach=Maximum Likelihood2020.07 | — | -10.08 | |
| RBIGTraining Approach=Iterative2020.07 | — | 0.05 | |
| Real NVPTraining Approach=Maximum Likelihood2020.07 | — | -8.33 | |
| RQ-NSF (AR)Training Approach=Maximum Likelihood2020.07 | — | -13.09 |