Inducing Probabilistic Programs by Bayesian Program Merging

Irvin Hwang, Andreas Stuhlmüller, Noah D. Goodman

This report outlines an approach to learning generative models from data. We express models as probabilistic programs, which allows us to capture abstract patterns within the examp…