activity
20202026
most citedApplication of machine learning to experimental design in quantum mechanics

5 citations · 5 across the 2 of their papers we have counts for

collaborators

6 papers

quant-ph2026

Extracting information from a superradiant burst using simple measurements

Federico Belliardo, Anjun Chu, Martin Koppenhöfer +1

It is well known that superradiant decay of an ensemble of spins generates a complex non-classical state of light. Here, we consider the information content of a superradiant b…

quant-ph20245 cited

Application of machine learning to experimental design in quantum mechanics

Federico Belliardo, Fabio Zoratti, Vittorio Giovannetti

The recent advances in machine learning hold great promise for the fields of quantum sensing and metrology. With the help of reinforcement learning, we can tame the complexity of q…

quant-ph2024

Applications of model-aware reinforcement learning in Bayesian quantum metrology

Federico Belliardo, Fabio Zoratti, Vittorio Giovannetti

An important practical problem in the field of quantum metrology and sensors is to find the optimal sequences of controls for the quantum probe that realize optimal adaptive estima…

quant-ph2023

Model-aware reinforcement learning for high-performance Bayesian experimental design in quantum metrology

Federico Belliardo, Fabio Zoratti, Florian Marquardt +1

Quantum sensors offer control flexibility during estimation by allowing manipulation by the experimenter across various parameters. For each sensing platform, pinpointing the optim…

quant-ph2021

Incompatibility in Quantum Parameter Estimation

Federico Belliardo, Vittorio Giovannetti

In this paper we introduce a measure of genuine quantum incompatibility in the estimation task of multiple parameters, that has a geometric character and is backed by a clear opera…

quant-ph2020

Achieving Heisenberg scaling with maximally entangled states: an analytic upper bound for the attainable root mean square error

Federico Belliardo, Vittorio Giovannetti

In this paper we explore the possibility of performing Heisenberg limited quantum metrology of a phase, without any prior, by employing only maximally entangled states. Starting fr…