Density Estimation on UCI POWER

Metric: Log-likelihood (higher is better)

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#	Model↕	Log-likelihood▼	Augmentations	Paper	Date↕	Code
1	nMDMA	1.78	No	Marginalizable Density Models	2021-06-08	Code
2	DDE	0.97	No	Learning Generative Models using Denoising Densi...	2020-01-08	Code
3	B-NAF	0.61	No	Block Neural Autoregressive Flow	2019-04-09	Code
4	FFJORD	0.46	No	FFJORD: Free-form Continuous Dynamics for Scalab...	2018-10-02	Code
5	MADE MoG	0.4	No	Masked Autoregressive Flow for Density Estimation	2017-05-19	Code

#1nMDMASOTA
1.78
Log-likelihood· 2021-06-08
Marginalizable Density Models Code
#2DDESOTA
0.97
Log-likelihood· 2020-01-08
Learning Generative Models using Denoising Density Estimators Code
#3B-NAFSOTA
0.61
Log-likelihood· 2019-04-09
Block Neural Autoregressive Flow Code
#4FFJORDSOTA
0.46
Log-likelihood· 2018-10-02
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models Code
#5MADE MoGSOTA
0.4
Log-likelihood· 2017-05-19
Masked Autoregressive Flow for Density Estimation Code