Variational Inference on Omniglot (test)
-112.7Test Log LikelihoodCARMS-G
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CARMS-GArchitecture=Nonlinear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -112.7 | — | |
| CARMS-IArchitecture=Nonlinear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -112.71 | — | |
| LOORFArchitecture=Nonlinear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -112.93 | — | |
| CARMS-IArchitecture=Nonlinear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -113.18 | — | |
| CARMS-GArchitecture=Nonlinear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -113.39 | — | |
| LOORFArchitecture=Nonlinear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -113.44 | — | |
| UNORDArchitecture=Nonlinear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -113.69 | — | |
| UNORDArchitecture=Nonlinear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -113.8 | — | |
| CARMS-GArchitecture=Nonlinear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -114.4 | — | |
| UNORDArchitecture=Nonlinear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -114.5 | — | |
| CARMS-IArchitecture=Nonlinear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -114.54 | — | |
| LOORFArchitecture=Nonlinear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -114.6 | — | |
| CARMS-GArchitecture=Linear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -114.86 | — | |
| UNORDArchitecture=Linear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -114.86 | — | |
| CARMS-IArchitecture=Linear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -114.88 | — | |
| LOORFArchitecture=Linear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -114.89 | — | |
| CARMS-IArchitecture=Linear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -115.15 | — | |
| CARMS-GArchitecture=Linear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -115.31 | — | |
| UNORDArchitecture=Linear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -115.33 | — | |
| LOORFArchitecture=Linear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -115.46 | — | |
| CARMS-IArchitecture=Linear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -116.31 | — | |
| CARMS-GArchitecture=Linear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -116.41 | — | |
| LOORFArchitecture=Linear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -116.55 | — | |
| ARSMArchitecture=Linear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -116.56 | — | |
| ARSMArchitecture=Linear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -116.92 | — | |
| UNORDArchitecture=Linear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -116.92 | — | |
| ARSMArchitecture=Linear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -118.79 | — | |
| ARSMArchitecture=Nonlinear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -119 | — | |
| ARSMArchitecture=Nonlinear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -119.41 | — | |
| ARSMArchitecture=Nonlinear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -120.05 | — | |
| FFJORD2018.10 | — | 98.33 | |
| IAF2018.10 | — | 102.41 | |
| No Flow2018.10 | — | 104.28 | |
| Planar2018.10 | — | 102.65 | |
| Sylvester2018.10 | — | 99 |