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Quantum state distinguishability in noisy scrambled ensembles exhibits phase-transition behavior

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[Submitted on 1 Jun 2026]

10d ago· 2 min readenInsight

Summary

This research paper extends the concept of quantum state distinguishability from pairs of states to quantum state ensembles, characterized through average pairwise trace distance. The authors investigate whether "minimally" scrambled ensembles (modeled by 2-designs) can protect distinguishability under noise, revealing a fundamental competition between noise and information scrambling. Using a rigorous decoupling approach, they establish tight bounds showing a sharp threshold and phase-transition behavior governed by channel conditional entropy: below the threshold, states remain distinguishable with high probability; above it, distinguishability decays suddenly via power-law then collapses exponentially. A key finding is the sharp difference between unmeasured and post-measured scrambled ensembles—the former can retain high distinguishability under small noise, while the latter shows no such protected regime. The results have implications for quantum communication, cryptography, and learning tasks like shadow tomography.

Key quotes

· 4 pulled
We ask whether 'minimally' scrambled ensembles modeled by 2-designs protect distinguishability under noise, which sheds light on the fundamental competition between noise and information scrambling.
The distinguishability of noisy 2-design ensembles exhibits a sharp threshold and phase-transition behavior governed by channel conditional entropy: below the threshold, the states remain mutually distinguishable with high probability, while above it, distinguishability undergoes a sudden power-law decay and then collapses exponentially.
These results reveal a sharp difference between unmeasured and post-measured scrambled ensembles: the former can retain high distinguishability for sufficiently small noise, whereas the latter exhibits no such protected regime.
Under local purity-shrinking noise, post-measured noisy 2-design ensembles become exponentially indistinguishable for any measurement, precluding a noise threshold for learning tasks such as shadow tomography.
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Quantum state distinguishability is a fundamental concept in quantum information science that underpins a wide range of important practical tasks. Traditionally formulated for pairs of states, quantum state distinguishability is here extended to quantum s

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