Paper | Code | Log-likelihood | NLL | CD | EMD | MMD-CD | MMD-EMD | ModelName | ReleaseDate |
---|---|---|---|---|---|---|---|---|---|
Transformation Autoregressive Networks | 159.8 | TAN | 2018-01-30 | ||||||
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models | ✓ Link | 157.4 | -157.4 | 0.683 | 0.0281 | 0.548 | 0.0227 | FFJORD | 2018-10-02 |
Block Neural Autoregressive Flow | ✓ Link | 157.36 | B-NAF | 2019-04-09 | |||||
Masked Autoregressive Flow for Density Estimation | ✓ Link | 153.71 | MADE MoG | 2017-05-19 | |||||
PaddingFlow: Improving Normalizing Flows with Padding-Dimensional Noise | ✓ Link | 0.495 | 0.0248 | 0.48 | 0.0212 | PaddingFlow | 2024-03-13 |