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• W2945490368 abstract "The bits-back argument suggests that latent variable models can be turned into lossless compression schemes. Translating the bits-back argument into efficient and practical lossless compression schemes for general latent variable models, however, is still an open problem. Bits-Back with Asymmetric Numeral Systems (BB-ANS), recently proposed by Townsend et al. (2019), makes bits-back coding practically feasible for latent variable models with one latent layer, but it is inefficient for hierarchical latent variable models. In this paper we propose Bit-Swap, a new compression scheme that generalizes BB-ANS and achieves strictly better compression rates for hierarchical latent variable models with Markov chain structure. Through experiments we verify that Bit-Swap results in lossless compression rates that are empirically superior to existing techniques. Our implementation is available at this https URL." @default.
• W2945490368 created "2019-05-29" @default.
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• W2945490368 creator A5049349154 @default.
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• W2945490368 date "2019-05-16" @default.
• W2945490368 modified "2023-09-27" @default.
• W2945490368 title "Bit-Swap: Recursive Bits-Back Coding for Lossless Compression with Hierarchical Latent Variables" @default.
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• W2945490368 hasPublicationYear "2019" @default.
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