Learning quantum systems
The future development of quantum technologies relies on creating and manipulating
quantum systems of increasing complexity, with key applications in computation, simulation …
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 …
task for practical quantum technology. This vision article presents a brief introduction to …
Learning a local Hamiltonian from local measurements
Recovering an unknown Hamiltonian from measurements is an increasingly important task
for certification of noisy quantum devices and simulators. Recent works have succeeded in …
for certification of noisy quantum devices and simulators. Recent works have succeeded in …
Variational quantum algorithm for estimating the quantum fisher information
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 …
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 …
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
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 …
factor is not the number of qubits, but the entangling gate infidelity. However, the highly …
Hamiltonian learning for quantum error correction
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 …
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
Quantum Hamiltonian identification (QHI) is important for characterizing the dynamics of
quantum systems, calibrating quantum devices, and achieving precise quantum control. In …
quantum systems, calibrating quantum devices, and achieving precise quantum control. In …
Learning the dynamics of open quantum systems from their steady states
Recent works have shown that generic local Hamiltonians can be efficiently inferred from
local measurements performed on their eigenstates or thermal states. Realistic quantum …
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 …
input–output systems by continuous observation of the output field. We present recent …