## An Exponential Family Basis for Probabilistic Programming

Many common distributional families take the form of *exponential families*.

The functional form of the conditional densities of these families gives them convenient compositional properties, yielding opportunities for powerful reasoning and optimization.

We present a Haskell-based approach for expressing probabilistic models in terms of *free arrows*, over a basis of exponential families.… Read the rest