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Works (3)

Machine learning stochastic differential equations for the evolution of order parameters of classical many-body systems in and out of equilibrium

Machine Learning: Science and Technology
2024-12-01 | Journal article
DOI: 10.1088/2632-2153/ad7ad7
Contributors: Francesco Carnazza; Federico Carollo; Sabine Andergassen; Georg Martius; Miriam Klopotek; Igor Lesanovsky
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Inferring interpretable dynamical generators of local quantum observables from projective measurements through machine learning

Physical Review Applied
2024-04-03 | Journal article
DOI: 10.1103/PhysRevApplied.21.L041001
Contributors: Giovanni Cemin; Francesco Carnazza; Sabine Andergassen; Georg Martius; Federico Carollo; Igor Lesanovsky
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Inferring Markovian quantum master equations of few-body observables in interacting spin chains

New Journal of Physics
2022-07-01 | Journal article
DOI: 10.1088/1367-2630/ac7df6
Contributors: Francesco Carnazza; Federico Carollo; Dominik Zietlow; Sabine Andergassen; Georg Martius; Igor Lesanovsky
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