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Adversarial Quantum Channel Discrimination
Kun Fang1, Hamza Fawzi2, Omar Fawzi3
1The Chinese University of Hong Kong, School of Data Science, Shenzhen, Guangdong, 518172, China.
Physical Review Letters
|January 20, 2026
Summary
We developed a new framework for quantum channel discrimination against an adversary. This framework precisely characterizes the optimal error exponent, analogous to quantum Stein's lemma, and connects quantum information theory with quantum cryptography.
Area of Science:
- Quantum Information Theory
- Quantum Cryptography
- Statistical Decision Theory
Background:
- Quantum channel discrimination is crucial for quantum communication security.
- Existing methods often focus on "best-case" scenarios, leaving adversarial settings less understood.
- Asymmetric hypothesis testing is a key framework for analyzing error probabilities.
Purpose of the Study:
- To introduce a novel framework for quantum channel discrimination in an adversarial setting.
- To characterize the optimal type-II error exponent in this adversarial framework.
- To establish a connection between quantum cryptography and adversarial channel discrimination.
Main Methods:
- Development of a new quantum channel divergence measure (minimum output channel divergence).
- Application of asymmetric hypothesis testing to adversarial quantum channel discrimination.
- Reframing entropy accumulation as an adversarial channel discrimination problem.
Main Results:
- The optimal type-II error exponent is precisely characterized by the minimum output channel divergence.
- This result is a direct analog of the quantum Stein's lemma for adversarial settings.
- The optimal error exponent is achievable via simple nonadaptive adversarial strategies and is efficiently computable.
Conclusions:
- The new framework provides a complete understanding of the ultimate limits of quantum channel discrimination.
- The minimum output channel divergence offers a powerful tool for analyzing quantum channels in adversarial scenarios.
- This work establishes a significant link between quantum information theory and quantum cryptography through adversarial discrimination.
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