This work extends an existing inference algorithm to the case of noisy or expensive likelihood evaluations. Reviewers expressed concern that the work is a bit incremental, but is thorough and addresses an important problem setting. Additionally, the paper could be improved by better more clearly motivating the techniques used in the proposed method.