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Physical Review Applied

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Data-efficient quantum noise modeling via machine learning

Yanjun Ji ^1,*, Marco Roth ^2,†, David A. Kreplin³, Ilia Polian⁴, and Frank K. Wilhelm ^1,5

¹Institute for Quantum Computing Analytics (PGI-12), Forschungszentrum Jülich, 52425 Jülich, Germany
²Fraunhofer Institute for Manufacturing Engineering and Automation (IPA), Nobelstrasse 12, 70569 Stuttgart, Germany
³Heilbronn University of Applied Sciences, Max-Planck-Str. 39, 74081 Heilbronn, Germany
⁴Institute of Computer Architecture and Computer Engineering, University of Stuttgart, Pfaffenwaldring 47, 70569 Stuttgart, Germany
⁵Theoretical Physics, Saarland University, 66123 Saarbrücken, Germany

^*Contact author: y.ji@fz-juelich.de
^†Contact author: marco.roth@ipa.fraunhofer.de

When Quantum Meets AI: A Mutual Acceleration That Will Reshape Computation

Mark Campbell and Mlađan Jovanović

Computer 59 132 (2026)

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ISSN 2331-7019 (online).

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