sequince-density documentation

sequince-density documentation#

sequince-density provides density estimators for use with the Sequince SMC framework, including fitted proposal distributions and normalizing flows for preconditioned sampling.

Features#

  • Normalizing-flow adapters for Zuko (PyTorch) and FlowJAX (JAX).

  • Gaussian-mixture proposals fitted with scikit-learn.

  • Integration with Sequince’s FlowTransform for mutation in a learned latent space and FlowProposal for fitted proposal distributions.

Contents