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Towards Optimal Quantum Estimators for State Frame Potential

Jinge Bao

Abstract

The state frame potential is a standard diagnostic of how closely a quantum state ensemble approximates Haar randomness. In this work, we study the problem of estimating the state frame potential of order $t$ to within additive error $\varepsilon$ under three progressively weaker access models: (i) query access to a multi-state-preparation oracle, (ii) general sample access, and (iii) single-copy sample access. In the query model, we establish a near-optimal query complexity of $\widetildeΘ(\sqr...

Submitted: August 26, 2026Subjects: Quantum Physics; Quantum Computing

Description / Details

The state frame potential is a standard diagnostic of how closely a quantum state ensemble approximates Haar randomness. In this work, we study the problem of estimating the state frame potential of order tt to within additive error ε\varepsilon under three progressively weaker access models: (i) query access to a multi-state-preparation oracle, (ii) general sample access, and (iii) single-copy sample access. In the query model, we establish a near-optimal query complexity of Θ~(t/ε)\widetildeΘ(\sqrt{t}/\varepsilon), yielding a quadratic improvement in the dependence on tt over the previous best result of Nakata, Takeuchi, Kliesch, and Darmawan (PRX Quantum 2025). In the general sample model, we establish the optimal sample complexity Θ(t/ε2)Θ(t/\varepsilon^2). In the single-copy sample model, we present a store-and-estimate approach whose sample complexity depends on the Rényi entropy of the ensemble weights. As an application, we use the single-copy algorithm to assess the randomness of projected state ensembles, where the entropy term becomes the observational Rényi entropy associated with measuring one subsystem.


Source: arXiv:2608.24711v1 - http://arxiv.org/abs/2608.24711v1 PDF: https://arxiv.org/pdf/2608.24711v1 Original Link: http://arxiv.org/abs/2608.24711v1

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Date:
Aug 26, 2026
Topic:
Quantum Computing
Area:
Quantum Physics
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