Density Estimation on UCI GAS

Metric: Log-likelihood (higher is better)

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#	Model↕	Log-likelihood▼	Augmentations	Paper	Date↕	Code
1	B-NAF	12.06	No	Block Neural Autoregressive Flow	2019-04-09	Code
2	DDE	9.73	No	Learning Generative Models using Denoising Densi...	2020-01-08	Code
3	FFJORD	8.59	No	FFJORD: Free-form Continuous Dynamics for Scalab...	2018-10-02	Code
4	MADE MoG	8.47	No	MADE: Masked Autoencoder for Distribution Estima...	2015-02-12	Code

#1B-NAFSOTA
12.06
Log-likelihood· 2019-04-09
Block Neural Autoregressive Flow Code
#2DDE
9.73
Log-likelihood· 2020-01-08
Learning Generative Models using Denoising Density Estimators Code
#3FFJORDSOTA
8.59
Log-likelihood· 2018-10-02
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models Code
#4MADE MoGSOTA
8.47
Log-likelihood· 2015-02-12
MADE: Masked Autoencoder for Distribution Estimation Code