Researcher

Markus Müller

Also known as Markus Michael Müller

Markus Müller is a theoretical quantum physicist who designs error-correction methods for quantum computers, including ones built on neural networks and reinforcement learning. After a physics degree at Konstanz in 2006, he earned a PhD at Innsbruck and the IQOQI in 2011 with a thesis on many-body quantum simulation with Rydberg atoms and ions, then did a postdoc at Complutense University of Madrid and held faculty posts at Swansea University from 2015 to 2019. He became a professor at RWTH Aachen University and Forschungszentrum Jülich in 2019, and his papers since include a 2022 Nature experiment on fault-tolerant logical gates with trapped ions, quantum autoencoders for error correction in 2022, reinforcement-learning circuit discovery in 2024 and neural-network decoder interpretability in 2025. He is the director of the Institute for Theoretical Nanoelectronics (PGI-2) at Forschungszentrum Jülich and a professor of the theory of scalable quantum information processing at RWTH Aachen University.

Timeline

  1. 2006–2011

    Physics degree and Innsbruck PhD

    He completes his undergraduate studies in physics at the University of Konstanz in 2006. From 2007 to 2011, he does his PhD on many-body quantum simulation with Rydberg atoms and ions in Peter Zoller's quantum optics theory group at the University of Innsbruck and the Institute for Quantum Optics and Quantum Information (IQOQI).

  2. 2011

    An open-system quantum simulator

    In 2011, he coauthors a Nature paper with Peter Zoller and Rainer Blatt that simulates an open quantum system with up to five trapped-ion qubits. The experiment combines multi-qubit gates with optical pumping to implement coherent operations and dissipative processes.

  3. 2015–2019

    Postdoc in Madrid, faculty at Swansea

    After a postdoctoral position at Complutense University of Madrid, he holds faculty positions in the Department of Physics at Swansea University from 2015 to 2019, as Senior Lecturer, Associate Professor and Professor. Swansea appoints him professor in 2018.

  4. October 2019

    Professor in Aachen and Jülich

    In October 2019, he starts as Professor in Theoretical Quantum Technology, jointly at RWTH Aachen University and Forschungszentrum Jülich. He leads the Theoretical Quantum Technology Group at the Institute for Quantum Information in Aachen and the Peter Grünberg Institute for Theoretical Nanoelectronics in Jülich.

  5. 2022–2026

    Fault-tolerant trapped-ion computing

    In 2022, he coauthors a Nature paper with Thomas Monz, Rainer Blatt and colleagues that demonstrates a fault-tolerant universal set of gates on two logical qubits in a trapped-ion quantum computer. In January 2026, a Nature Communications paper he coauthors with Friederike Butt, Ivan Pogorelov and Thomas Monz presents a universal toolbox of fault-tolerant logical operations that works without mid-circuit measurements on a trapped-ion processor.

  6. 2022–2026

    Machine learning for error correction

    In 2022, he coauthors a study with David Locher and Lorenzo Cardarelli that trains quantum neural networks, in the form of quantum autoencoders, to detect and correct errors in a quantum memory. In 2024, he joins Florian Marquardt and colleagues in using reinforcement learning to discover compact, hardware-adapted fault-tolerant quantum circuits, and in 2025 he coauthors a toolbox with Lukas Bödeker and Luc Kusters for interpreting neural-network decoders. In June 2026, a preprint with Dominik Seip, Luis Colmenárez and Markus Schmitt develops a transformer-based neural network that estimates coherent information for surface-code decoding.

  7. August 2025–January 2026

    Acting director of PGI-2

    In August 2025, he becomes Acting Director of the Institute for Theoretical Nanoelectronics (PGI-2) at Forschungszentrum Jülich. His leadership of the institute takes effect from January 2026.

  8. Since 2026

    Director and RWTH professor

    In January 2026, he takes up a W3 professorship in the theory of scalable quantum information processing at RWTH Aachen University, in parallel with his leadership role at PGI-2. He is Institute Director of PGI-2 and Leader of the Research Group for the Theory of Scalable Quantum Information Processing.

Career

  1. Since 2019RWTH Aachen UniversityProfessor in Theoretical Quantum Technology, W3 Professor in the theory of scalable quantum information processing
  2. Since 2019Helmholtz Association of German Research CentresProfessor in Theoretical Quantum Technology, Acting Director
  3. 2015–2019Swansea UniversitySenior Lecturer, Associate Professor and Professor
  4. Complutense University of MadridPostdoctoral Researcher

Education

  1. 2011Universität InnsbruckPhD
  2. 2011Institute for Quantum Optics and Quantum InformationPhD
  3. 2006University of Konstanz

Sources and credits

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  1. Markus.Mueller | Quantiki quantiki.org. Checked 22 October 2026.
  2. Prof. Dr. Markus Müller is the new Director of the Institute for Theoretical Nanoelectronics (PGI-2) fz-juelich.de. Checked 22 October 2026.
  3. An open-system quantum simulator with trapped ions | Nature nature.com. Checked 22 October 2026.
  4. Markus Mueller | Simons Institute for the Theory of Computing simons.berkeley.edu. Checked 22 October 2026.
  5. Demonstration of fault-tolerant universal quantum gate operations | Nature nature.com. Checked 22 October 2026.
  6. Demonstration of measurement-free universal logical quantum computation | Nature Communications nature.com. Checked 22 October 2026.
  7. [2202.00555] Quantum Error Correction with Quantum Autoencoders arxiv.org. Checked 22 October 2026.
  8. [2402.17761] Quantum Circuit Discovery for Fault-Tolerant Logical State Preparation with Reinforcement Learning arxiv.org. Checked 22 October 2026.
  9. [2502.20269] On the interpretability of neural network decoders arxiv.org. Checked 22 October 2026.
  10. [2606.22194] Machine Learning Optimal Quantum Error Correction Thresholds arxiv.org. Checked 22 October 2026.
  11. Contact | Theoretical Nanoelectronics (PGI-2), Forschungszentrum Jülich fz-juelich.de. Checked 22 October 2026.