Xiaoan Ding

FlowPrior: Learning Expressive Priors for Latent Variable Sentence Models

Variational autoencoders (VAEs) are widely used for latent variable modeling of text. We focus on variations that learn expressive prior distributions over the latent variable. We find that existing training strategies are not effective for learning rich priors, so we propose adding the importance-s…