# Generative Models

Generative architectures for time-series representation learning.

## TimeVAE

Variational autoencoder for time-series, with KL divergence + reconstruction loss. Uses `BasicEncodingMixin` for inference.

```{eval-rst}
.. automodule:: chronocratic.models.generative.timevae.model
   :members:
   :show-inheritance:

.. automodule:: chronocratic.models.generative.timevae.config
   :members:
   :show-inheritance:

.. automodule:: chronocratic.models.generative.timevae.vae_base
   :members:
   :show-inheritance:
```