| Paper | Code | nats | bits/dimension | ModelName | ReleaseDate |
|---|---|---|---|---|---|
| Consistency Regularization for Variational Auto-Encoders | ✓ Link | 76.93 | CR-NVAE | 2021-05-31 | |
| Locally Masked Convolution for Autoregressive Models | ✓ Link | 77.58 | 0.143 | Locally Masked PixelCNN (8 orders) | 2020-06-22 |
| Bayesian Flow Networks | ✓ Link | 77.87 | BFN | 2023-08-14 | |
| Efficient-VDVAE: Less is more | ✓ Link | 79.09 | Efficient-VDVAE | 2022-03-25 | |
| Pixel Recurrent Neural Networks | ✓ Link | 79.20 | PixelRNN | 2016-01-25 | |
| Pixel Recurrent Neural Networks | ✓ Link | 81.30 | PixelCNN | 2016-01-25 | |
| Iterative Neural Autoregressive Distribution Estimator (NADE-k) | ✓ Link | 84.68 | EoNADE-5 2hl (128 orders) | 2014-06-05 | |
| Iterative Neural Autoregressive Distribution Estimator NADE-k | ✓ Link | 85.10 | EoNADE 2hl (128 orders) | 2014-12-01 | |
| MADE: Masked Autoencoder for Distribution Estimation | ✓ Link | 86.64 | MADE 2hl (32 orders) | 2015-02-12 | |
| A Deep and Tractable Density Estimator | ✓ Link | 88.33 | NADE | 2013-10-07 |