Adversarial quantum channel discrimination

Fuente: arXiv
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Autori principali: Fang, Kun, Fawzi, Hamza, Fawzi, Omar
Natura: Preprint
Pubblicazione: 2025
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author Fang, Kun
Fawzi, Hamza
Fawzi, Omar
author_facet Fang, Kun
Fawzi, Hamza
Fawzi, Omar
contents We introduce a new framework for quantum channel discrimination in an adversarial setting, where the tester plays against an adversary. We show that in asymmetric hypothesis testing, the optimal type-II error exponent is precisely characterized by a new notion of quantum channel divergence (termed the minimum output channel divergence). This serves as a direct analog of the quantum Stein's lemma in this new framework, and complements previous studies on ``best-case'' channel discrimination, thereby providing a complete understanding of the ultimate limits of quantum channel discrimination. Notably, the optimal error exponent can be achieved by simple non-adaptive adversarial strategies, and despite the need for regularization, it remains efficiently computable and satisfies the strong converse property in general. Furthermore, we show that entropy accumulation, a powerful tool in quantum cryptography, can be reframed as an adversarial channel discrimination problem, establishing a new connection between quantum information theory and quantum cryptography.
format Preprint
id arxiv_https___arxiv_org_abs_2506_03060
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Adversarial quantum channel discrimination
Fang, Kun
Fawzi, Hamza
Fawzi, Omar
Quantum Physics
Information Theory
We introduce a new framework for quantum channel discrimination in an adversarial setting, where the tester plays against an adversary. We show that in asymmetric hypothesis testing, the optimal type-II error exponent is precisely characterized by a new notion of quantum channel divergence (termed the minimum output channel divergence). This serves as a direct analog of the quantum Stein's lemma in this new framework, and complements previous studies on ``best-case'' channel discrimination, thereby providing a complete understanding of the ultimate limits of quantum channel discrimination. Notably, the optimal error exponent can be achieved by simple non-adaptive adversarial strategies, and despite the need for regularization, it remains efficiently computable and satisfies the strong converse property in general. Furthermore, we show that entropy accumulation, a powerful tool in quantum cryptography, can be reframed as an adversarial channel discrimination problem, establishing a new connection between quantum information theory and quantum cryptography.
title Adversarial quantum channel discrimination
topic Quantum Physics
Information Theory
url https://arxiv.org/abs/2506.03060