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Learning the dynamics of Markovian open quantum systems from experimental data

Stewart Wallace1, Yoann Altmann2,*, Brian D. Gerardot1, Erik M. Gauger1,†, and Cristian Bonato1,‡

  • 1Institute of Photonics and Quantum Sciences, SUPA, School of Engineering and Physical Sciences, Heriot-Watt University, Edinburgh EH14 4AS, United Kingdom
  • 2Institute of Signals, Sensors and Systems, School of Engineering and Physical Sciences, Heriot-Watt University, Edinburgh EH14 4AS, United Kingdom

  • *Contact author: y.altmann@hw.ac.uk
  • †Contact author: e.gauger@hw.ac.uk
  • ‡Contact author: c.bonato@hw.ac.uk

Multidimensional Quantum Estimation and Model Learning Framework Based on Variational Bayesian Inference

Federico Belliardo, Erik M. Gauger, Mohamed H. Abobeih, Tim H. Taminiau, Yoann Altmann, and Cristian Bonato

PRX Quantum 7 020360 (2026)

Deep Learning Parameter Estimation and Quantum Control of Single Molecules

Juan M. Scarpetta, Omar Calderón-Losada, Morten Hjorth-Jensen, and John H. Reina

ACS Phys. Chem Au 6 858 (2026)

Learning-agent-based approach to the characterization of open quantum systems

Lorenzo Fioroni, Ivan Rojkov, and Florentin Reiter

Phys. Rev. Applied 24 034011 (2025)

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