aiqbench analysis
This research investigates a phase transition in Bayesian classifiers used to distinguish between random quantum states using limited global measurement snapshots. The study establishes a critical threshold dependent on the ratio of measurement shots to the logarithm of candidate states, extending findings to noisy circuits and low-depth architectures. These results advance fundamental understanding of state discrimination protocols relevant for quantum error correction and verification tasks.
Distinguishability Transitions from Global Quantum Snapshots
arXiv:2609.09296v1 Announce Type: cross Abstract: Quantum states generated by generic time evolution are locally featureless: local measurements return random outcomes that are identical for all states. However, global snapshots in the computational basis are surprisingly effective at distinguishing between quantum states. We explore the ability of Bayesian classifiers to discriminate between many random quantum states using a small number of measurement outcomes. We identify a phase transition in the ability of the classifier to distinguish between $k$ candidate states with $m$ shots controlled by the variable $x = m / \ln k$, and derive the threshold value $x_c$. We extend our results to low-depth circuits near the onset of anti-concentration, as well as to noisy circuits and phase-random states.
Abstract:Quantum states generated by generic time evolution are locally featureless: local measurements return random outcomes that are identical for all states. However, global snapshots in the computational basis are surprisingly effective at distinguishing between quantum states. We explore the ability of Bayesian classifiers to discriminate between many random quantum states using a small number of measurement outcomes. We identify a phase transition in the ability of the classifier to distinguish between $k$ candidate states with $m$ shots controlled by the variable $x = m / \ln k$, and derive the threshold value $x_c$. We extend our results to low-depth circuits near the onset of anti-concentration, as well as to noisy circuits and phase-random states.
Statistical Mechanics (cond-mat.stat-mech); Quantum Physics (quant-ph)
arXiv:2609.09296 [cond-mat.stat-mech]
(or arXiv:2609.09296v1 [cond-mat.stat-mech] for this version)
https://doi.org/10.48550/arXiv.2609.09296 Focus to learn more arXiv-issued DOI via DataCite (pending registration)
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Full text under the publisher's open licence · 211 words
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