Automatic Reparameterisation of Probabilistic Programs

Maria I. Gorinova, Dave Moore, Matthew D. Hoffman

Abstract: Probabilistic programming has emerged as a powerful paradigm in statistics, applied science, and machine learning: by decoupling modelling from inference, it promises to allow modellers to directly...