Density Estimation on CIFAR-10

Metric: NLL (bits/dim) (lower is better)

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#	Model↕	NLL (bits/dim)▲	Augmentations	Paper	Date↕	Code
1	i-DODE	2.42	No	Improved Techniques for Maximum Likelihood Estim...	2023-05-06	Code
2	MULAN	2.55	No	Diffusion Models With Learned Adaptive Noise	2023-12-20	Code
3	BSI	2.64	No	Generative Modeling with Bayesian Sample Inference	2025-02-11	Code
4	VDM	2.65	No	Variational Diffusion Models	2021-07-01	Code
5	DVP-VAE	2.73	No	Hierarchical VAE with a Diffusion-based VampPrior	2024-12-02	Code
6	Image Transformer	2.9	No	Image Transformer	2018-02-15	-
7	Pixel CNN ++	2.92	No	PixelCNN++: Improving the PixelCNN with Discreti...	2017-01-19	Code
8	score SDE	2.99	No	Score-Based Generative Modeling through Stochast...	2020-11-26	Code
9	Flow matching	2.99	No	Flow Matching for Generative Modeling	2022-10-06	Code
10	Pixel CNN	3.03	No	Conditional Image Generation with PixelCNN Decod...	2016-06-16	Code
11	RNODE	3.38	No	How to train your neural ODE: the world of Jacob...	2020-02-07	Code
12	FFJORD	3.4	No	FFJORD: Free-form Continuous Dynamics for Scalab...	2018-10-02	Code
13	MRCNF	3.54	No	Multi-Resolution Continuous Normalizing Flows	2021-06-15	Code
14	DDPM	3.69	No	Denoising Diffusion Probabilistic Models	2020-06-19	Code