Incremental Computation for Efficient Programmable Inference in Probabilistic Programs

Fabian Zaiser, Jack Czenszak, Martin C. Rinard +2

Inference in probabilistic programs generally requires evaluating many possible program executions to find those of high posterior density. To scale inference to large datasets, it…