Improving Sequential Latent Variable Models with Autoregressive Flows

Joseph Marino, Lei Chen, Jiawei He, Stephan Mandt

Abstract: We propose an approach for sequence modeling based on autoregressive normalizing ows. Each autoregressive transform, acting across time, serves as a moving reference frame for modeling higher-level...