Learning quantum systems

V Gebhart, R Santagati, AA Gentile, EM Gauger… - Nature Reviews …, 2023 - nature.com
The future development of quantum technologies relies on creating and manipulating
quantum systems of increasing complexity, with key applications in computation, simulation …

Quantum estimation, control and learning: Opportunities and challenges

D Dong, IR Petersen - Annual Reviews in Control, 2022 - Elsevier
The development of estimation and control theories for quantum systems is a fundamental
task for practical quantum technology. This vision article presents a brief introduction to …

Learning a local Hamiltonian from local measurements

E Bairey, I Arad, NH Lindner - Physical review letters, 2019 - APS
Recovering an unknown Hamiltonian from measurements is an increasingly important task
for certification of noisy quantum devices and simulators. Recent works have succeeded in …

Variational quantum algorithm for estimating the quantum fisher information

JL Beckey, M Cerezo, A Sone, PJ Coles - Physical Review Research, 2022 - APS
The quantum Fisher information (QFI) quantifies the ultimate precision of estimating a
parameter from a quantum state and can be regarded as a reliability measure of a quantum …

Efficient and robust estimation of many-qubit Hamiltonians

D Stilck França, LA Markovich, VV Dobrovitski… - Nature …, 2024 - nature.com
Characterizing the interactions and dynamics of quantum mechanical systems is an
essential task in develo** quantum technologies. We propose an efficient protocol based …

Integrated tool set for control, calibration, and characterization of quantum devices applied to superconducting qubits

N Wittler, F Roy, K Pack, M Werninghaus, AS Roy… - Physical Review …, 2021 - APS
Efforts to scale-up quantum computation have reached a point where the principal limiting
factor is not the number of qubits, but the entangling gate infidelity. However, the highly …

Hamiltonian learning for quantum error correction

A Valenti, E van Nieuwenburg, S Huber… - Physical Review …, 2019 - APS
The efficient validation of quantum devices is critical for emerging technological
applications. In a wide class of use cases the precise engineering of a Hamiltonian is …

A quantum Hamiltonian identification algorithm: Computational complexity and error analysis

Y Wang, D Dong, B Qi, J Zhang… - … on Automatic Control, 2017 - ieeexplore.ieee.org
Quantum Hamiltonian identification (QHI) is important for characterizing the dynamics of
quantum systems, calibrating quantum devices, and achieving precise quantum control. In …

Learning the dynamics of open quantum systems from their steady states

E Bairey, C Guo, D Poletti, NH Lindner… - New Journal of …, 2020 - iopscience.iop.org
Recent works have shown that generic local Hamiltonians can be efficiently inferred from
local measurements performed on their eigenstates or thermal states. Realistic quantum …

Parameter estimation and system identification for continuously-observed quantum systems

HI Nurdin, M Guţǎ - Annual Reviews in Control, 2022 - Elsevier
This paper gives an overview of parameter estimation and system identification for quantum
input–output systems by continuous observation of the output field. We present recent …