Compression with Flows via Local Bits-Back Coding

Jonathan Ho, Evan Lohn, Pieter Abbeel

Likelihood-based generative models are the backbones of lossless compression due to the guaranteed existence of codes with lengths close to negative log likelihood. However, there…