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This research advances the theoretical foundations of quantum hypothesis testing by deriving error exponents for composite, correlated sets of quantum states rather than just independent ones. By generalizing the quantum Hoeffding bound to stable sequences of convex sets, the study provides precise characterizations for Type-I and Type-II errors in adversarial channel discrimination and resource detection scenarios. These findings refine key lemmas like the generalized quantum Stein's lemma and offer new insights into the continuity properties of regularized Petz Rényi divergences.
Error exponents of quantum state discrimination with composite correlated hypotheses
arXiv:2508.12901v3 Announce Type: replace Abstract: We study the error exponents in quantum hypothesis testing between two sets of quantum states, extending the analysis beyond the independent and identically distributed case to encompass composite correlated hypotheses. In particular, we introduce and compare two natural extensions of the quantum Hoeffding divergence and anti-divergence to sets of quantum states, establishing their equivalence or quantitative relations. In the error exponent regime, we generalize the quantum Hoeffding bound to stable sequences of convex, compact sets of quantum states, demonstrating that the optimal Type-I error exponent, under an exponential constraint on the Type-II error, is precisely characterized by the regularized quantum Hoeffding divergence between the sets. In the strong converse exponent regime, we establish a general lower bound on the exponent in terms of the regularized quantum Hoeffding anti-divergence, and we prove a matching upper bound when the null hypothesis is a singleton, under additional assumptions. The generality of these results enables applications in various contexts, including (i) refining the generalized quantum Stein's lemma by [Fang, Fawzi & Fawzi, 2024]; (ii) exhibiting counterexamples to the continuity of the regularized Petz Renyi divergence and Hoeffding divergence; (iii) obtaining error exponents for adversarial channel discrimination and resource detection problems.
Abstract:We study the error exponents in quantum hypothesis testing between two sets of quantum states, extending the analysis beyond the independent and identically distributed case to encompass composite correlated hypotheses. In particular, we introduce and compare two natural extensions of the quantum Hoeffding divergence and anti-divergence to sets of quantum states, establishing their equivalence or quantitative relations. In the error exponent regime, we generalize the quantum Hoeffding bound to stable sequences of convex, compact sets of quantum states, demonstrating that the optimal Type-I error exponent, under an exponential constraint on the Type-II error, is precisely characterized by the regularized quantum Hoeffding divergence between the sets. In the strong converse exponent regime, we establish a general lower bound on the exponent in terms of the regularized quantum Hoeffding anti-divergence, and we prove a matching upper bound when the null hypothesis is a singleton, under additional assumptions. The generality of these results enables applications in various contexts, including (i) refining the generalized quantum Stein's lemma by [Fang, Fawzi & Fawzi, 2024]; (ii) exhibiting counterexamples to the continuity of the regularized Petz Renyi divergence and Hoeffding divergence; (iii) obtaining error exponents for adversarial channel discrimination and resource detection problems.
Quantum Physics (quant-ph); Information Theory (cs.IT); Statistics Theory (math.ST)
arXiv:2508.12901 [quant-ph]
(or arXiv:2508.12901v3 [quant-ph] for this version)
https://doi.org/10.48550/arXiv.2508.12901 Focus to learn more arXiv-issued DOI via DataCite
https://doi.org/10.1109/TIT.2026.3684314 Focus to learn more DOI(s) linking to related resources
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