Paper | Code | Log-likelihood | NLL | CD | EMD | MMD-CD | MMD-EMD | ModelName | ReleaseDate |
---|---|---|---|---|---|---|---|---|---|
Marginalizable Density Models | ✓ Link | 1.78 | nMDMA | 2021-06-08 | |||||
Learning Generative Models using Denoising Density Estimators | ✓ Link | 0.97 | DDE | 2020-01-08 | |||||
Block Neural Autoregressive Flow | ✓ Link | 0.61 | B-NAF | 2019-04-09 | |||||
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models | ✓ Link | 0.46 | -0.46 | 0.153 | 0.116 | 0.144 | 0.111 | FFJORD | 2018-10-02 |
Masked Autoregressive Flow for Density Estimation | ✓ Link | 0.4 | MADE MoG | 2017-05-19 | |||||
PaddingFlow: Improving Normalizing Flows with Padding-Dimensional Noise | ✓ Link | 0.142 | 0.105 | 0.135 | 0.098 | PaddingFlow | 2024-03-13 |