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Quantum Algorithms

Quantum Readout Complexity for Normalized Linear Functionals

arXiv
Authors: Roi Vence-Nogueira

Year

2026

Paper ID

78754

Status

Preprint

Abstract Read

~2 min

Abstract Words

187

Citations

N/A

Abstract

Quantum numerical algorithms often encode a positive solution q in the amplitudes of a quantum state, while the required scientific output is a normalized linear functional of q. Basis measurements produce probabilities determined by squared solution values, while the functional uses the solution values themselves. We study the complexity of this output-interface problem for F_φ(q)=intφ q mathrm dnu/int q mathrm dnu and identify a target-dependent susceptibility χ_φ that governs the amount of copies of the solution state needed. For a fixed positive reference state and a neighborhood around it, the optimal number of unknown-state copies is Thetaleft\(χ0varepsilon-2log(1/β\)right), where varepsilon is the absolute error tolerance and β is the allowed failure probability. We show that two fixed single-copy measurements attain the same rate. We then analyze how this baseline changes when the interface retains classical information, uses adaptive allocation, supplies coherent access, or restricts the allowed solution family. Therefore χ_φ quantifies a central cost of using a solution encoded in an L2-normalized quantum state to estimate an L1-normalized linear observable.

Why This Paper Matters

  • It adds a 2026 reference point for readers tracking recent quantum research.
  • Quantum numerical algorithms often encode a positive solution q in the amplitudes of a quantum state, while the required scientific output is a normalized linear functional of q.

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