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  1. Learning Quantum States and Unitaries of Bounded Gate Complexity

    Article • PRX Quantum, October 2024, American Physical Society (APS)

    Matthias C. Caro

  2. Learning Quantum Processes and Hamiltonians via the Pauli Transfer Matrix

    Article • ACM Transactions on Quantum Computing, June 2024, ACM (Association for Computing Machinery)

    Matthias C. Caro

  3. Dynamical simulation via quantum machine learning with provable generalization

    Article • Physical Review Research, March 2024, American Physical Society (APS)

    Matthias C. Caro

  4. From undecidability of non-triviality and finiteness to undecidability of learnability

    Article • International Journal of Approximate Reasoning, December 2023, Elsevier

    Matthias C. Caro

  5. Out-of-distribution generalization for learning quantum dynamics

    Article • Nature Communications, July 2023, Springer Science + Business Media

    Matthias C. Caro

  6. On the Generators of Quantum Dynamical Semigroups with Invariant Subalgebras

    Article • Open Systems & Information Dynamics, March 2023, World Scientific Pub Co Pte Lt

    Matthias C. Caro

  7. Generalization in quantum machine learning from few training data

    Article • Nature Communications, August 2022, Springer Science + Business Media

    Matthias C. Caro

  8. Quantum and classical dynamical semigroups of superchannels and semicausal channels

    Article • Journal of Mathematical Physics, July 2022, American Institute of Physics

    Markus Hasenöhrl, Matthias C. Caro

  9. Encoding-dependent generalization bounds for parametrized quantum circuits

    Article • Quantum, November 2021, Verein zur Forderung des Open Access Publizierens in den Quantenwissenschaften

    Matthias C. Caro

  10. Binary classification with classical instances and quantum labels

    Article • Quantum Machine Intelligence, May 2021, Springer Science + Business Media

    Matthias C. Caro

  11. How can we find out whether we can subdivide an evolution into arbitrarily small parts?

    Article • Journal of Mathematical Physics, April 2021, American Institute of Physics

    Matthias C. Caro

  12. Pseudo-dimension of quantum circuits

    Article • Quantum Machine Intelligence, November 2020, Springer Science + Business Media

    Matthias C. Caro

  13. Quantum learning Boolean linear functions w.r.t. product distributions

    Article • Quantum Information Processing, April 2020, Springer Science + Business Media

    Matthias C. Caro