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 …

Engineered dissipation for quantum information science

PM Harrington, EJ Mueller, KW Murch - Nature Reviews Physics, 2022 - nature.com
Quantum information processing relies on the precise control of non-classical states in the
presence of many uncontrolled environmental degrees of freedom. The interactions …

[HTML][HTML] Deep reinforcement learning for quantum multiparameter estimation

V Cimini, M Valeri, E Polino, S Piacentini… - Advanced …, 2023 - spiedigitallibrary.org
Estimation of physical quantities is at the core of most scientific research, and the use of
quantum devices promises to enhance its performances. In real scenarios, it is fundamental …

Critical quantum metrology assisted by real-time feedback control

R Salvia, M Mehboudi, M Perarnau-Llobet - Physical Review Letters, 2023 - APS
We investigate critical quantum metrology, that is, the estimation of parameters in many-
body systems close to a quantum critical point, through the lens of Bayesian inference …

End-to-end variational quantum sensing

B MacLellan, P Roztocki, S Czischek… - npj Quantum …, 2024 - nature.com
Harnessing quantum correlations can enable sensing beyond classical precision limits, with
the realization of such sensors poised for transformative impacts across science and …

Experimental multiparameter quantum metrology in adaptive regime

M Valeri, V Cimini, S Piacentini, F Ceccarelli… - Physical Review …, 2023 - APS
Relevant metrological scenarios involve the simultaneous estimation of multiple parameters.
The fundamental ingredient to achieve quantum-enhanced performance is based on the use …

Calibration of multiparameter sensors via machine learning at the single-photon level

V Cimini, E Polino, M Valeri, I Gianani, N Spagnolo… - Physical Review …, 2021 - APS
Calibration of sensors is a fundamental step in validating their operation. This can be a
demanding task, as it relies on acquiring detailed modeling of the device, which can be …

Atomic clock locking with Bayesian quantum parameter estimation: Scheme and experiment

C Han, Z Ma, Y Qiu, R Fang, J Wu, C Zhan, M Li… - Physical Review …, 2024 - APS
Atomic clocks are crucial for science and technology, but their sensitivity is often restricted by
the standard quantum limit. To surpass this limit, correlations between particles or …

Bayesian quantum multiphase estimation algorithm

V Gebhart, A Smerzi, L Pezzè - Physical Review Applied, 2021 - APS
Quantum phase estimation (QPE) is the key subroutine of several quantum computing
algorithms as well as a central ingredient in quantum computational chemistry and quantum …

Scalable quantum metrology via recursive optimization

J Zhou, J Huang, C Lee - Physical Review Applied, 2024 - APS
Achieving higher precision in quantum metrology demands the optimization of both
entangled-state preparation and readout processes. However, direct machine optimization …