Paper | Code | NLL (bits/dim) | Log-likelihood (nats) | MMD-L2 | COV-L2 | NLL | ModelName | ReleaseDate |
---|---|---|---|---|---|---|---|---|
Backpropagation through Combinatorial Algorithms: Identity with Projection Works | ✓ Link | 0.134 | Identity | 2022-05-30 | ||||
How to train your neural ODE: the world of Jacobian and kinetic regularization | ✓ Link | 0.97 | RNODE | 2020-02-07 | ||||
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models | ✓ Link | 0.99 | 17.3 | 96.4% | FFJORD | 2018-10-02 | ||
PaddingFlow: Improving Normalizing Flows with Padding-Dimensional Noise | ✓ Link | 11.0 | 100% | PaddingFlow | 2024-03-13 | |||
Hierarchical VAE with a Diffusion-based VampPrior | ✓ Link | 77.1 | DVP-VAE | 2024-12-02 | ||||
Masked Autoregressive Flow for Density Estimation | ✓ Link | -1038.5 | MADE MoG | 2017-05-19 |