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quant-ph2026
Hypothesis testing between quantum ensembles
Jian Yao, Quntao Zhuang
Quantum state ensembles are important in quantum information processing. For example, quantum -designs model highly entangled states in complex systems, while projected ensemble…
quant-ph2026
Hierarchy of discriminative power and complexity in learning quantum ensembles
Jian Yao, Pengtao Li, Xiaohui Chen +1
Distance metrics are central to machine learning, yet distances between ensembles of quantum states remain poorly understood due to fundamental quantum measurement constraints. We…