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This paper advances the generalised quantum Stein's lemma by extending its validity to broader sources defined via the normalised quantum Wasserstein distance, moving beyond traditional i.i.d. assumptions. By simplifying the conceptual framework for these generalized scenarios, the work provides a more robust foundation for quantum resource manipulation and hypothesis testing in practical applications.
Generalised quantum Stein's lemma more robust than ever
arXiv:2609.17309v1 Announce Type: new Abstract: The generalised quantum Stein's lemma is a key result in quantum hypothesis testing, and connects this fundamental primitive of quantum information processing with quantum resource manipulation, a task that is central for technological applications. Prior works have proved this statement in the idealised setting of independent and identically distributed (i.i.d.) sequences of quantum states, and recent extensions consider also sources that are 'close' to i.i.d., according to the strict notion put forth by Mazzola, Sutter, and Renner. For several applications, however, one would need to consider yet more general sources. We establish a version of the generalised quantum Stein's lemma that is conceptually much simpler and general, as it applies to any source that is asymptotically close to an i.i.d. state with respect to the normalised quantum Wasserstein distance of order 1. As an immediate consequence, we solve the Stein exponent of a scenario where the null hypothesis is arbitrarily varying, expressing it in terms of i.i.d. Stein exponents corresponding to arbitrary states in the convex hull of the null hypothesis base set.
Abstract:The generalised quantum Stein's lemma is a key result in quantum hypothesis testing, and connects this fundamental primitive of quantum information processing with quantum resource manipulation, a task that is central for technological applications. Prior works have proved this statement in the idealised setting of independent and identically distributed (i.i.d.) sequences of quantum states, and recent extensions consider also sources that are 'close' to i.i.d., according to the strict notion put forth by Mazzola, Sutter, and Renner. For several applications, however, one would need to consider yet more general sources. We establish a version of the generalised quantum Stein's lemma that is conceptually much simpler and general, as it applies to any source that is asymptotically close to an i.i.d. state with respect to the normalised quantum Wasserstein distance of order 1. As an immediate consequence, we solve the Stein exponent of a scenario where the null hypothesis is arbitrarily varying, expressing it in terms of i.i.d. Stein exponents corresponding to arbitrary states in the convex hull of the null hypothesis base set.
Quantum Physics (quant-ph); Information Theory (cs.IT); Mathematical Physics (math-ph)
arXiv:2609.17309 [quant-ph]
(or arXiv:2609.17309v1 [quant-ph] for this version)
https://doi.org/10.48550/arXiv.2609.17309 Focus to learn more arXiv-issued DOI via DataCite (pending registration)
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