📊 Showing 6 results | 📏 Metric: NLL (bits/dim)
| Rank | Model | Paper | NLL (bits/dim) | Date | Code |
|---|---|---|---|---|---|
| 1 | DVP-VAE | Hierarchical VAE with a Diffusion-based VampPrior | 77.10 | 2024-12-02 | 📦 akuzina/dvp_vae |
| 2 | PaddingFlow | PaddingFlow: Improving Normalizing Flows with Padding-Dimensional Noise | 11.00 | 2024-03-13 | 📦 adamqlmeng/paddingflow |
| 3 | FFJORD | FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models | 0.99 | 2018-10-02 | 📦 rtqichen/ffjord 📦 francois-rozet/zuko 📦 jacobjinkelly/easy-neural-ode |
| 4 | RNODE | How to train your neural ODE: the world of Jacobian and kinetic regularization | 0.97 | 2020-02-07 | 📦 cfinlay/ffjord-rnode 📦 D-hash-code/ffjord-rnode-finalweek-mnist |
| 5 | Identity | Backpropagation through Combinatorial Algorithms: Identity with Projection Works | 0.13 | 2022-05-30 | 📦 khalil-research/pyepo 📦 martius-lab/solver-differentiation-identity |
| 6 | MADE MoG | Masked Autoregressive Flow for Density Estimation | -1038.50 | 2017-05-19 | 📦 tensorflow/probability 📦 ikostrikov/pytorch-flows 📦 francois-rozet/zuko |