Bayesian inference with probabilistic programming.

Probabilistic Circuits from the Juice library

Pure julia implementation of Multiple Affine Invariant Sampling for efficient Approximate Bayesian Computation

Simultaneous State Estimation and Dynamics Learning from Indirect Observations.

Code for the paper "ILStrudel : Independence Based Learning of Structured-Decomposable Probabilistic Circuit Ensembles" accepted at the TPM Workshop, UAI'21