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This paper refines the theoretical framework of quantum information by proposing alternative definitions for "almost i.i.d." states, addressing practical limitations where strict independence assumptions fail. By establishing a hierarchical relationship between these new metrics based on quantum Wasserstein distance and k-body marginals, the work offers more realistic models for analyzing non-idealized quantum systems. These advancements are critical for improving error correction protocols and channel capacity calculations in near-term quantum hardware.
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New approaches to almost i.i.d. information theory

arXiv2 min read

arXiv:2605.15114v2 Announce Type: replace Abstract: Independent and identically distributed (i.i.d.) states are ubiquitous in quantum information theory. However, in a practical setting, the i.i.d. assumption is too stringent, and possibly not realistic. A physically more compelling class of 'almost i.i.d.' sources was recently proposed by [Mazzola/Sutter/Renner, arXiv:2603.15792]. In this paper, we introduce two alternative definitions of almost i.i.d. states, based on the normalised quantum Wasserstein distance and on the idea of looking at the average $k$-body marginal. We explore some basic properties of these notions and prove a strict hierarchical relation among them, with Mazzola et al.'s notion being the strictest, the one based on $k$-body marginals the loosest, and the one based on the quantum Wasserstein distance in between. Strict separation is established by means of explicit examples.

Title:New approaches to almost i.i.d. information theory

Abstract:Independent and identically distributed (i.i.d.) states are ubiquitous in quantum information theory. However, in a practical setting, the i.i.d. assumption is too stringent, and possibly not realistic. A physically more compelling class of 'almost i.i.d.' sources was recently proposed by [Mazzola/Sutter/Renner, arXiv:2603.15792]. In this paper, we introduce two alternative definitions of almost i.i.d. states, based on the normalised quantum Wasserstein distance and on the idea of looking at the average $k$-body marginal. We explore some basic properties of these notions and prove a strict hierarchical relation among them, with Mazzola et al.'s notion being the strictest, the one based on $k$-body marginals the loosest, and the one based on the quantum Wasserstein distance in between. Strict separation is established by means of explicit examples.

25 pages, 1 figure. Sections 3.4 and 3.5 are new

arXiv:2605.15114 [quant-ph]

(or arXiv:2605.15114v2 [quant-ph] for this version)

https://doi.org/10.48550/arXiv.2605.15114 Focus to learn more arXiv-issued DOI via DataCite

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Full text under the publisher's open licence · 230 words

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