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Lossless Compression with Latent Variable Models
We develop a simple and elegant method for lossless compression using la...
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Lossless compression with state space models using bits back coding
We generalize the 'bits back with ANS' method to time-series models with...
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Improving Lossless Compression Rates via Monte Carlo Bits-Back Coding
Latent variable models have been successfully applied in lossless compre...
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A tutorial on the range variant of asymmetric numeral systems
This paper is intended to be an accessible introduction to the range var...
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HiLLoC: Lossless Image Compression with Hierarchical Latent Variable Models
We make the following striking observation: fully convolutional VAE mode...
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Practical Lossless Compression with Latent Variables using Bits Back Coding
Deep latent variable models have seen recent success in many data domain...
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Pymanopt: A Python Toolbox for Optimization on Manifolds using Automatic Differentiation
Optimization on manifolds is a class of methods for optimization of an o...
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James Townsend
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