Conditional Density Estimation on MNIST (test)
-1,030.3Avg Log Likelihood (nats)MADE MoG
Evaluation results
| Method | Links | |
|---|---|---|
| MADE MoGOutput distribution type=MoG2017.05 | -1,030.3 | |
| MAF MoGNumber of layers/blocks=5, Output distribution type=MoG2017.05 | -1,092.3 | |
| MAFNumber of layers/blocks=52017.05 | -1,302.9 | |
| MAFNumber of layers/blocks=102017.05 | -1,316.8 | |
| Real NVPNumber of layers/blocks=52017.05 | -1,326.3 | |
| Gaussian2017.05 | -1,344.7 | |
| MADEOutput distribution type=Gaussian2017.05 | -1,361.9 | |
| Real NVPNumber of layers/blocks=102017.05 | -1,371.3 |