VAE Log-Likelihood Estimation on Fashion MNIST (test)
-233.39Log-LikelihoodCARMS-I
Evaluation Results
| Method | Links | |
|---|---|---|
| CARMS-IArchitecture=Nonlinear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -233.39 | |
| CARMS-GArchitecture=Nonlinear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -233.81 | |
| LOORFArchitecture=Nonlinear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -234.02 | |
| CARMS-GArchitecture=Nonlinear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -234.27 | |
| CARMS-IArchitecture=Nonlinear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -234.37 | |
| UNORDArchitecture=Nonlinear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -234.41 | |
| LOORFArchitecture=Nonlinear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -234.7 | |
| UNORDArchitecture=Nonlinear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -234.81 | |
| CARMS-IArchitecture=Nonlinear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -235.81 | |
| CARMS-GArchitecture=Nonlinear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -235.89 | |
| UNORDArchitecture=Nonlinear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -236.06 | |
| LOORFArchitecture=Nonlinear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -236.47 | |
| ARSMArchitecture=Nonlinear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -238.55 | |
| ARSMArchitecture=Nonlinear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -239.83 | |
| ARSMArchitecture=Nonlinear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -240.46 | |
| CARMS-IArchitecture=Linear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -242.6 | |
| CARMS-GArchitecture=Linear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -242.69 | |
| LOORFArchitecture=Linear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -243.1 | |
| UNORDArchitecture=Linear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -243.27 | |
| CARMS-GArchitecture=Linear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -244.02 | |
| CARMS-IArchitecture=Linear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -244.16 | |
| LOORFArchitecture=Linear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -244.27 | |
| UNORDArchitecture=Linear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -244.55 | |
| ARSMArchitecture=Linear, Categories (C)=10, Latent variables=20, Samples per gradient step=102021.10 | -245.43 | |
| ARSMArchitecture=Linear, Categories (C)=5, Latent variables=40, Samples per gradient step=52021.10 | -246.69 | |
| CARMS-IArchitecture=Linear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -247.46 | |
| CARMS-GArchitecture=Linear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -247.77 | |
| LOORFArchitecture=Linear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -247.82 | |
| UNORDArchitecture=Linear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -247.92 | |
| ARSMArchitecture=Linear, Categories (C)=3, Latent variables=66, Samples per gradient step=32021.10 | -249.5 |