DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Enhanced Estimation of Quantum Properties with Common Randomized Measurements

Journal Article · · PRX Quantum

We present a technique for enhancing the estimation of quantum state properties by incorporating approximate prior knowledge about the quantum state. This consists in performing randomized measurements on a quantum processor and comparing the results with those obtained from a classical computer that stores an approximation of the quantum state. We provide unbiased estimators for expectation values of multicopy observables and present performance guarantees in terms of variance bounds that depend on the prior knowledge accuracy. We demonstrate the effectiveness of our approach through experimental and numerical examples detecting mixed-state entanglement, and estimating polynomial approximations of the von Neumann entropy and state fidelities. Published by the American Physical Society 2024

Research Organization:
California Institute of Technology (CalTech), Pasadena, CA (United States); Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)
Sponsoring Organization:
USDOE Office of Science (SC); USDOE Office of Science (SC), Advanced Scientific Computing Research (ASCR)
Grant/Contract Number:
NA0003525; SC0020290
OSTI ID:
2329560
Journal Information:
PRX Quantum, Journal Name: PRX Quantum Journal Issue: 1 Vol. 5; ISSN 2691-3399; ISSN PQRUAG
Publisher:
American Physical SocietyCopyright Statement
Country of Publication:
United States
Language:
English

References (49)

The density-matrix renormalization group in the age of matrix product states journal January 2011
A variational eigenvalue solver on a photonic quantum processor journal July 2014
Cross-platform comparison of arbitrary quantum states journal November 2022
Improved machine learning algorithm for predicting ground state properties journal January 2024
Multipartite entanglement analysis from random correlations journal June 2020
Symmetry-resolved entanglement detection using partial transpose moments journal October 2021
Predicting many properties of a quantum system from very few measurements journal June 2020
Confinement and entanglement dynamics on a digital quantum computer journal June 2021
Variational quantum algorithms journal August 2021
The randomized measurement toolbox journal December 2022
Efficient and feasible state tomography of quantum many-body systems journal January 2013
Entanglement entropy and quantum field theory journal June 2004
Sub-quantum Fisher information journal June 2021
Avoiding Barren Plateaus Using Classical Shadows journal June 2022
Shadow Distillation: Quantum Error Mitigation with Classical Shadows for Near-Term Quantum Processors journal January 2023
Entanglement Barrier and its Symmetry Resolution: Theory and Experimental Observation journal February 2023
Shadow process tomography of quantum channels journal April 2023
Quantum entanglement from random measurements journal November 2015
Unitary n -designs via random quenches in atomic Hubbard and spin models: Application to the measurement of Rényi entropies journal February 2018
Statistical correlations between locally randomized measurements: A toolbox for probing entanglement in many-body quantum states journal May 2019
Direct Fidelity Estimation from Few Pauli Measurements journal June 2011
Practical Characterization of Quantum Devices without Tomography journal November 2011
Measuring Tr ρ n on Single Copies of ρ Using Random Measurements journal March 2012
Rényi Entropies from Random Quenches in Atomic Hubbard and Spin Models journal February 2018
Characterizing Multipartite Entanglement with Moments of Random Correlations journal March 2019
Cross-Platform Verification of Intermediate Scale Quantum Devices journal January 2020
Mixed-State Entanglement from Local Randomized Measurements journal November 2020
Bound Entanglement from Randomized Measurements journal April 2021
Efficient Estimation of Pauli Observables by Derandomization journal July 2021
Optimal Entanglement Certification from Moments of the Partial Transpose journal August 2021
Experimental Quantum State Measurement with Classical Shadows journal November 2021
Importance Sampling of Randomized Measurements for Probing Entanglement journal November 2021
Quantum Fisher Information from Randomized Measurements journal December 2021
Detecting Entanglement in Quantum Many-Body Systems via Permutation Moments journal December 2022
Direct Estimations of Linear and Nonlinear Functionals of a Quantum State journal May 2002
Measuring Quantum Entanglement without Prior State Reconstruction journal April 2003
Noiseless Quantum Circuits for the Peres Separability Criterion journal January 2005
Experimental estimation of the quantum Fisher information from randomized measurements journal November 2021
Quantum Virtual Cooling journal July 2019
Quantum entanglement journal June 2009
Matrix product states and projected entangled pair states: Concepts, symmetries, theorems journal December 2021
Colloquium : Area laws for the entanglement entropy journal February 2010
Many-body topological invariants from randomized measurements in synthetic quantum matter journal April 2020
Probing Rényi entanglement entropy via randomized measurements journal April 2019
Realizing topologically ordered states on a quantum processor journal December 2021
Provably efficient machine learning for quantum many-body problems journal September 2022
Some Guidelines and Guarantees for Common Random Numbers journal June 1992
Variational Quantum Fidelity Estimation journal March 2020
Overlapped grouping measurement: A unified framework for measuring quantum states journal January 2023

Related Subjects