| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| MNIST (test) | Negative ELBO-96.32 | 52 | 1mo ago | ||
| Omniglot (test) | CARMS-G | Test Log Likelihood-112.7 | 30 | 1mo ago | |
| State-Space model (train) | VIMCO-⋆ | Convergence Iterations177 | 18 | 1mo ago | |
| COV | VBPI20 | ELBO (nats)-7,913.84 | 9 | 1mo ago | |
| DS11 | VIPR (LOOR) | ELBO (nats)-6,289.6 | 9 | 1mo ago | |
| DS10 | VBPI10 | ELBO (nats)-10,111.81 | 9 | 1mo ago | |
| DS9 | VIPR (LOOR) | ELBO (nats)-4,085.61 | 9 | 1mo ago | |
| DS8 | VBPI10 | ELBO (nats)-8,657.78 | 9 | 1mo ago | |
| DS7 | VBPI10 | ELBO (nats)-37,331.12 | 9 | 1mo ago | |
| DS6 | VBPI10 | ELBO (nats)-6,751.77 | 9 | 1mo ago | |
| DS5 | VIPR (LOOR) | ELBO (nats)-8,279.93 | 9 | 1mo ago | |
| DS4 | VIPR (LOOR) | ELBO (nats)-13,512.54 | 9 | 1mo ago | |
| DS3 | VBPI10 | ELBO (nats)-33,793.96 | 9 | 1mo ago | |
| DS2 | VIPR (REP) | ELBO (nats)-26,569.5 | 9 | 1mo ago | |
| DS1 | VBPI10 | ELBO (nats)-7,157.99 | 9 | 1mo ago | |
| Student-t distribution toy example dim=200 | UHA | Log Evidence (Z)-0.1 | 8 | 1mo ago | |
| Student-t distribution toy example dim=20 | ULA-MCD | Log Z0 | 8 | 1mo ago | |
| Student-t distribution toy example dim=500 | UHA | ELBO-3.8 | 7 | 1mo ago | |
| DS1 | Evaluation Time (min)0.15 | 7 | 1mo ago | ||
| Caltech 101 Silhouettes | Sylvester | Negative ELBO104.62 | 5 | 1mo ago | |
| Omniglot | Sylvester | Neg ELBO99 | 5 | 1mo ago | |
| Freyfaces | Planar | Negative ELBO4.4 | 5 | 1mo ago | |
| MNIST statically binarized | Sylvester | Negative ELBO83.32 | 5 | 1mo ago | |
| Caltech Silhouettes (test) | FFJORD | Negative ELBO (nats)104.03 | 5 | 1mo ago | |
| Frey Faces (test) | FFJORD | Negative ELBO (bits/dim)4.39 | 5 | 1mo ago |
