Reparameterization Gradients through Acceptance-Rejection Sampling Algorithms

Christian A. Naesseth, Francisco J. R. Ruiz, Scott W. Linderman, David M. Blei

Abstract: Variational inference using the reparameterization trick has enabled large-scale approximate Bayesian inference in complex probabilistic models, leveraging stochastic optimization to sidestep intra...