Adversarial Hypothesis Testing for Quantum Channels

Fuente: arXiv
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Hauptverfasser: Hayashi, Masahito, Cheng, Hao-Chung, Gao, Li
Format: Preprint
Veröffentlicht: 2026
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author Hayashi, Masahito
Cheng, Hao-Chung
Gao, Li
author_facet Hayashi, Masahito
Cheng, Hao-Chung
Gao, Li
contents This paper presents a systematic study of adversarial hypothesis testing for both quantum-quantum (QQ) and classical-quantum (CQ) channels. Unlike conventional channel discrimination, we consider a framework where the sender, Alice, selects the channel input adversarially to minimize Bob's distinguishability. We analyze this problem across four settings based on whether Alice employs i.i.d. or general inputs and whether the receiver, Bob, is informed of the specific input choice (allowing his measurement to depend on the input). We characterize the Stein exponents for each setting and reveal a striking distinction in behavior: for QQ channels with i.i.d. inputs, Bob's knowledge of the input significantly enhances distinguishability, yet this advantage vanishes when general inputs are permitted. In contrast, for CQ channels, Bob being informed provides a consistent advantage over the corresponding entanglement-breaking channels for both i.i.d. and general inputs. These results demonstrate a unique phenomenon in adversarial hypothesis testing where the CQ channel does not merely behave as a special case of the QQ channel.
format Preprint
id arxiv_https___arxiv_org_abs_2601_10243
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Adversarial Hypothesis Testing for Quantum Channels
Hayashi, Masahito
Cheng, Hao-Chung
Gao, Li
Quantum Physics
Information Theory
This paper presents a systematic study of adversarial hypothesis testing for both quantum-quantum (QQ) and classical-quantum (CQ) channels. Unlike conventional channel discrimination, we consider a framework where the sender, Alice, selects the channel input adversarially to minimize Bob's distinguishability. We analyze this problem across four settings based on whether Alice employs i.i.d. or general inputs and whether the receiver, Bob, is informed of the specific input choice (allowing his measurement to depend on the input). We characterize the Stein exponents for each setting and reveal a striking distinction in behavior: for QQ channels with i.i.d. inputs, Bob's knowledge of the input significantly enhances distinguishability, yet this advantage vanishes when general inputs are permitted. In contrast, for CQ channels, Bob being informed provides a consistent advantage over the corresponding entanglement-breaking channels for both i.i.d. and general inputs. These results demonstrate a unique phenomenon in adversarial hypothesis testing where the CQ channel does not merely behave as a special case of the QQ channel.
title Adversarial Hypothesis Testing for Quantum Channels
topic Quantum Physics
Information Theory
url https://arxiv.org/abs/2601.10243