Published January 15, 2026 | Version In Press
Journal Article Open

Heisenberg-limited Bayesian phase estimation with low-depth digital quantum circuits

  • 1. ROR icon California Institute of Technology
  • 2. ROR icon Tel Aviv University
  • 3. ROR icon Hebrew University of Jerusalem

Abstract

Optimal phase estimation protocols require complex state preparation and readout schemes, generally unavailable or unscalable in many quantum platforms. We develop a scheme that achieves near-optimal precision up to a constant overhead for Bayesian phase estimation, using simple digital quantum circuits with depths scaling logarithmically with the number of qubits. This is done by approximating the optimal initial states with products of Greenberger-Horne-Zeilinger states for Gaussian prior phase distributions with arbitrary widths. We study various protocols that employ this class of states with different levels of measurement and post-processing complexities, and obtain improvement compared to previously proposed schemes. We then use our scheme to address phase slip errors and laser noise, which impose a major limitation in Bayesian phase estimation and atomic clocks. Based on our scheme, we develop an efficient protocol to suppress this noise that outperforms existing methods.

Copyright and License

© The Author(s) 2026. This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

Acknowledgement

We thank Elie Bataille, Yanbei Chen, Rafał Demkowicz-Dobrzański, Klemens Hammerer, and Raphael Kaubruegger for their helpful discussions. We acknowledge funding from the Army Research Office MURI program (W911NF2010136) and from the Institute for Quantum Information and Matter, an NSF Physics Frontiers Center (NSF Grant PHY-1733907). R.F. acknowledges support from the Troesh postdoctoral fellowship. T.G. acknowledges funding provided by the Institute for Quantum Information and Matter.

Data Availability

The data generated in this manuscript can be found at github.com/sudirekci/GHZ_Blocks.

Code Availability

The codes used to generate the results are available from the corresponding author upon reasonable request.

Supplemental Material

Supplementary Information

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Additional details

Related works

Describes
Journal Article: https://rdcu.be/eZU92 (ReadCube)
Is new version of
Discussion Paper: arXiv:2407.06006 (arXiv)

Funding

Army Research Office MURI program
W911NF2010136
National Science Foundation
PHY-1733907
California Institute of Technology

Dates

Submitted
2025-06-30
Accepted
2025-12-25