Pairwise multi-marginal optimal transport couplings achieve finite constant-factor ratios only for n=1 or snowflake costs with q<1, with sharp Θ(n^{q/2}) dimension growth on R^n and O(√n log s) distortion on grids.
A Unified Framework for One-shot Achievability via the Poisson Matching Lemma
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abstract
We introduce a fundamental lemma called the Poisson matching lemma, and apply it to prove one-shot achievability results for various settings, namely channels with state information at the encoder, lossy source coding with side information at the decoder, joint source-channel coding, broadcast channels, distributed lossy source coding, multiple access channels, channel resolvability and wiretap channels. Our one-shot bounds improve upon the best known one-shot bounds in most of the aforementioned settings (except multiple access channels, channel resolvability and wiretap channels, where we recover bounds comparable to the best known bounds), with shorter proofs in some settings even when compared to the conventional asymptotic approach using typicality. The Poisson matching lemma replaces both the packing and covering lemmas, greatly simplifying the error analysis. This paper extends the work of Li and El Gamal on Poisson functional representation, which mainly considered variable-length source coding settings, whereas this paper studies fixed-length settings, and is not limited to source coding, showing that the Poisson functional representation is a viable alternative to typicality for most problems in network information theory.
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math.PR 1years
2019 1verdicts
ACCEPT 1representative citing papers
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Pairwise Multi-marginal Optimal Transport and Embedding for Earth Mover's Distance
Pairwise multi-marginal optimal transport couplings achieve finite constant-factor ratios only for n=1 or snowflake costs with q<1, with sharp Θ(n^{q/2}) dimension growth on R^n and O(√n log s) distortion on grids.