10 citations · 10 across the 2 of their papers we have counts for
2 papers
cs.LG2022
Nonparametric Involutive Markov Chain Monte Carlo
Carol Mak, Fabian Zaiser, Luke Ong
A challenging problem in probabilistic programming is to develop inference algorithms that work for arbitrary programs in a universal probabilistic programming language (PPL). We p…
cs.PL2020★ 10 cited
A Differential-form Pullback Programming Language for Higher-order Reverse-mode Automatic Differentiation
Carol Mak, Luke Ong
Building on the observation that reverse-mode automatic differentiation (AD) -- a generalisation of backpropagation -- can naturally be expressed as pullbacks of differential 1-for…