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iFlow: Numerically Invertible Flows for Efficient Lossless Compression via a Uniform Coder
[article]
2021
arXiv
pre-print
It was estimated that the world produced 59 ZB (5.9 × 10^13 GB) of data in 2020, resulting in the enormous costs of both data storage and transmission. Fortunately, recent advances in deep generative models have spearheaded a new class of so-called "neural compression" algorithms, which significantly outperform traditional codecs in terms of compression ratio. Unfortunately, the application of neural compression garners little commercial interest due to its limited bandwidth; therefore,
arXiv:2111.00965v1
fatcat:xrzkbyr4tzblbaxueyiozixsoe