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Neural Information Processing Systems

We thank the reviewers (R) for their insightful comments. We address the concerns of each reviewer below. R1 & R2: Do marginal V AEs scale to high dim data? As pointed out by R1, this should not be a big problem since they are fit to one-dimensional variables. In appendix D.2, we have evaluated the approximation quality of each marginal V AEs, which is indeed very high.