Abstract: As often emerges in various basic quantum properties such as entropy, the trace of quantum state powers tr(ρq) has attracted a lot of attention. The recent work of Liu and Wang (SODA 2025) showed that tr(ρq) can be estimated to within additive error ε with a dimension-independent sample complexity of O(1/ε3+q−12) for any constant q>1, where only an Ω(1/ε) lower bound was given. In this paper, we significantly improve the sample complexity of estimating tr(ρq) in both the upper and lower bounds. In particular: - For q>2, we settle the sample complexity with matching upper and lower bounds Θ(1/ε2). - For 1<q<2, we provide an upper bound O(1/εq−12), with a lower bound Ω(1/εmax{q−11,2}) for dimension-independent estimators, implying there is only room for a quadratic improvement. Our upper bounds are obtained by (non-plug-in) quantum estimators based on weak Schur sampling, in sharp contrast to the prior approach based on quantum singular value transformation and samplizer.
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