Variational Inference on MNIST (test)
-96.32Negative ELBOVI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VIIteration time=0.024s, Total time=3263.40s2022.08 | -96.32 | -69.35 | |
| ULAIteration time=0.055s, Total time=4694.52s, sampler steps=642022.08 | -90.41 | -62.43 | |
| ULA-MCDIteration time=0.101s, Total time=11304.36s, sampler steps=642022.08 | -90.1 | -61.83 | |
| UHAIteration time=0.050s, Total time=5072.19s, sampler steps=322022.08 | -88.58 | -61.05 | |
| UHA-MCDIteration time=0.098s, Total time=11345.59s, sampler steps=322022.08 | -88.08 | -58.58 | |
| FFJORD2018.10 | 82.82 | — | |
| Sylvester2018.10 | 83.32 | — | |
| IAF2018.10 | 84.2 | — | |
| Planar2018.10 | 86.06 | — | |
| No Flow2018.10 | 86.55 | — | |
| ReinMax-CVCategorical dimension × Latent dimension=8×162026.03 | 100.16 | — | |
| ReinMax-RaoCategorical dimension × Latent dimension=16×122026.03 | 100.32 | — | |
| ReinMax-CVCategorical dimension × Latent dimension=10×302026.03 | 100.49 | — | |
| ReinMax-CVCategorical dimension × Latent dimension=16×122026.03 | 100.57 | — | |
| ReinMaxCategorical dimension × Latent dimension=8×162026.03 | 100.73 | — | |
| ReinMax-RaoCategorical dimension × Latent dimension=8×162026.03 | 100.74 | — | |
| GST-1.0Categorical dimension × Latent dimension=10×302026.03 | 100.77 | — | |
| ReinMaxCategorical dimension × Latent dimension=10×302026.03 | 100.8 | — | |
| ReinMaxCategorical dimension × Latent dimension=16×122026.03 | 100.86 | — | |
| ReinMax-RaoCategorical dimension × Latent dimension=10×302026.03 | 101.01 | — | |
| GST-1.0Categorical dimension × Latent dimension=8×162026.03 | 101.27 | — | |
| GumbelCategorical dimension × Latent dimension=8×162026.03 | 101.37 | — | |
| GST-1.0Categorical dimension × Latent dimension=16×122026.03 | 101.67 | — | |
| GumbelCategorical dimension × Latent dimension=10×302026.03 | 101.74 | — | |
| Gumbel-RaoCategorical dimension × Latent dimension=8×162026.03 | 102.07 | — | |
| ReinMaxCategorical dimension × Latent dimension=4×242026.03 | 102.26 | — | |
| ReinMax-CVCategorical dimension × Latent dimension=4×242026.03 | 102.45 | — | |
| GumbelCategorical dimension × Latent dimension=16×122026.03 | 102.71 | — | |
| ReinMax-RaoCategorical dimension × Latent dimension=64×82026.03 | 102.76 | — | |
| Gumbel-RaoCategorical dimension × Latent dimension=4×242026.03 | 102.88 | — | |
| ReinMax-CVCategorical dimension × Latent dimension=64×82026.03 | 102.96 | — | |
| ReinMax-RaoCategorical dimension × Latent dimension=4×242026.03 | 103.31 | — | |
| ReinMaxCategorical dimension × Latent dimension=64×82026.03 | 103.35 | — | |
| GumbelCategorical dimension × Latent dimension=4×242026.03 | 103.8 | — | |
| Gumbel-RaoCategorical dimension × Latent dimension=10×302026.03 | 103.97 | — | |
| GST-1.0Categorical dimension × Latent dimension=4×242026.03 | 104.04 | — | |
| GST-1.0Categorical dimension × Latent dimension=64×82026.03 | 105.34 | — | |
| GumbelCategorical dimension × Latent dimension=64×82026.03 | 106.03 | — | |
| Gumbel-RaoCategorical dimension × Latent dimension=16×122026.03 | 111.28 | — | |
| STCategorical dimension × Latent dimension=4×242026.03 | 113.63 | — | |
| Gumbel-RaoCategorical dimension × Latent dimension=64×82026.03 | 113.71 | — | |
| STCategorical dimension × Latent dimension=16×122026.03 | 114.46 | — | |
| STCategorical dimension × Latent dimension=8×162026.03 | 114.81 | — | |
| STCategorical dimension × Latent dimension=64×82026.03 | 115.45 | — | |
| ReinMax-RaoCategorical dimension × Latent dimension=8×42026.03 | 126.6 | — | |
| ReinMax-CVCategorical dimension × Latent dimension=8×42026.03 | 126.63 | — | |
| ReinMaxCategorical dimension × Latent dimension=8×42026.03 | 127.27 | — | |
| Gumbel-RaoCategorical dimension × Latent dimension=8×42026.03 | 127.62 | — | |
| GumbelCategorical dimension × Latent dimension=8×42026.03 | 128.72 | — | |
| GST-1.0Categorical dimension × Latent dimension=8×42026.03 | 129.15 | — | |
| STCategorical dimension × Latent dimension=10×302026.03 | 136.45 | — | |
| STCategorical dimension × Latent dimension=8×42026.03 | 137.01 | — |