Search Results for author: Stefano Gherardini

Found 4 papers, 3 papers with code

Deep learning enhanced noise spectroscopy of a spin qubit environment

1 code implementation12 Jan 2023 Stefano Martina, Santiago Hernández-Gómez, Stefano Gherardini, Filippo Caruso, Nicole Fabbri

The undesired interaction of a quantum system with its environment generally leads to a coherence decay of superposition states in time.

Noise fingerprints in quantum computers: Machine learning software tools

no code implementations9 Feb 2022 Stefano Martina, Stefano Gherardini, Lorenzo Buffoni, Filippo Caruso

In this paper we present the high-level functionalities of a quantum-classical machine learning software, whose purpose is to learn the main features (the fingerprint) of quantum noise sources affecting a quantum device, as a quantum computer.

BIG-bench Machine Learning

Machine learning classification of non-Markovian noise disturbing quantum dynamics

1 code implementation8 Jan 2021 Stefano Martina, Stefano Gherardini, Filippo Caruso

In this paper machine learning and artificial neural network models are proposed for the classification of external noise sources affecting a given quantum dynamics.

Benchmarking BIG-bench Machine Learning +3

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