OpenCodePapers

density-estimation-on-cifar-10

Density Estimation
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PaperCodeNLL (bits/dim)Log-likelihood (nats)ModelNameReleaseDate
Improved Techniques for Maximum Likelihood Estimation for Diffusion ODEs✓ Link2.42i-DODE2023-05-06
Diffusion Models With Learned Adaptive Noise✓ Link2.55MULAN2023-12-20
Generative Modeling with Bayesian Sample Inference✓ Link2.64BSI2025-02-11
Variational Diffusion Models✓ Link2.65VDM2021-07-01
Hierarchical VAE with a Diffusion-based VampPrior✓ Link2.73DVP-VAE2024-12-02
Image Transformer2.90Image Transformer2018-02-15
PixelCNN++: Improving the PixelCNN with Discretized Logistic Mixture Likelihood and Other Modifications✓ Link2.92Pixel CNN ++2017-01-19
Score-Based Generative Modeling through Stochastic Differential Equations✓ Link2.99score SDE2020-11-26
Flow Matching for Generative Modeling✓ Link2.99Flow matching2022-10-06
Conditional Image Generation with PixelCNN Decoders✓ Link3.03Pixel CNN2016-06-16
How to train your neural ODE: the world of Jacobian and kinetic regularization✓ Link3.38RNODE2020-02-07
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models✓ Link3.4FFJORD2018-10-02
Multi-Resolution Continuous Normalizing Flows✓ Link3.54MRCNF2021-06-15
Denoising Diffusion Probabilistic Models✓ Link3.69DDPM2020-06-19
Masked Autoregressive Flow for Density Estimation✓ Link3049MAF2017-05-19
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