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.