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This is a theoretical quantum information paper on "almost i.i.d." sources, which are quantum state sequences that approximate independent, identical copies. It proves concentration results that generalize standard typicality arguments to correlated and entangled states, with consequences for compression and hypothesis testing. For quantum readers, the value is a unified framework for information-theoretic bounds, not a near-term hardware or application result.
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Entropy Concentration and Universal Typicality for Almost i.i.d. Quantum Sources

arXiv2 min read

arXiv:2605.20092v2 Announce Type: replace Abstract: We establish two concentration principles for almost i.i.d. quantum sources under the weakly almost i.i.d. condition, the broadest condition in the established hierarchy of almost i.i.d. sources. Our results therefore apply also to Wasserstein- and Mazzola-Sutter-Renner almost i.i.d. sources. Weakly almost i.i.d. sources are sequences of multipartite states whose fixed-size marginals converge, on average, to tensor powers of a reference state, while allowing arbitrary global correlations and entanglement. We prove a noncommutative weak law of large numbers for empirical observables, and a universal entropy-concentration principle showing asymptotic concentration on subspaces of exponential dimension governed by the von Neumann entropy of the reference state. These concentration principles provide a unified and conceptually transparent approach to several information-theoretic applications beyond the i.i.d. setting, including direct proofs of universal compression within classes of weakly almost i.i.d. sources sharing a common reference state and asymmetric quantum hypothesis-testing bounds. They also yield concentration of empirical local-measurement frequencies and of empirical averages of commuting single-site observables, with applications to single-site generalized Gibbs ensembles, together with bounds on smooth and spectral entropies.

Title:Entropy Concentration and Universal Typicality for Almost i.i.d. Quantum Sources

Abstract:We establish two concentration principles for almost i.i.d. quantum sources under the weakly almost i.i.d. condition, the broadest condition in the established hierarchy of almost i.i.d. sources. Our results therefore apply also to Wasserstein- and Mazzola-Sutter-Renner almost i.i.d. sources. Weakly almost i.i.d. sources are sequences of multipartite states whose fixed-size marginals converge, on average, to tensor powers of a reference state, while allowing arbitrary global correlations and entanglement. We prove a noncommutative weak law of large numbers for empirical observables, and a universal entropy-concentration principle showing asymptotic concentration on subspaces of exponential dimension governed by the von Neumann entropy of the reference state. These concentration principles provide a unified and conceptually transparent approach to several information-theoretic applications beyond the i.i.d. setting, including direct proofs of universal compression within classes of weakly almost i.i.d. sources sharing a common reference state and asymmetric quantum hypothesis-testing bounds. They also yield concentration of empirical local-measurement frequencies and of empirical averages of commuting single-site observables, with applications to single-site generalized Gibbs ensembles, together with bounds on smooth and spectral entropies.

27 pages;Revised version with corrections and clarifications. Main results unchanged

arXiv:2605.20092 [quant-ph]

(or arXiv:2605.20092v2 [quant-ph] for this version)

https://doi.org/10.48550/arXiv.2605.20092 Focus to learn more arXiv-issued DOI via DataCite

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Full text under the publisher's open licence · 284 words

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