Publications

Tobias Fellner, Jonas Merklinger, und Christian Holm. Multivariate quantum reservoir computing with discrete and continuous variable systems. 2026. [PUMA: EXC2075 PN8 PN8-3 updated] URL

Tobias Fellner, David Kreplin, Samuel Tovey, und Christian Holm. Quantum vs. classical: A comprehensive benchmark study for predicting time series with variational quantum machine learning. Machine Learning: Science and Technology, Januar 2026. [PUMA: EXC2075 PN8 PN8-3 curated] URL

Julian Berberich, Tobias Fellner, Robert L. Kosut, und Christian Holm. Robustness of quantum algorithms: Worst-case fidelity bounds and implications for design. 2025. [PUMA: EXC2075 PN8 PN8-3 curated] URL

Julian Berberich, Tobias Fellner, und Christian Holm. The interplay of robustness and generalization in quantum machine learning. 2025. [PUMA: EXC2075 PN8 PN8-3 curated] URL

Samuel Tovey, Tobias Fellner, Christian Holm, und Michael Spannowsky. Generating quantum reservoir state representations with random matrices. Machine Learning: Science and Technology, (6)1:015068, IOP Publishing, März 2025. [PUMA: EXC2075 PN8 PN8-3 curated] URL

J. Berberich, R. L. Kosut, und T. Schulte-Herbrüggen. Bringing quantum systems under control: a tutorial invitation to quantum computing and its relation to bilinear control systems. Proc. 63rd IEEE Conf. Decision and Control (CDC), 5231--5247, 2024. [PUMA: EXC2075 PN8 curated]

N. Funcke, und J. Berberich. Robustness of optimal quantum annealing protocols. New Journal of Physics, (26):093040, 2024. [PUMA: EXC2075 PN8 curated]

Julian Berberich, und Daniel Fink. Quantum computing through the lens of control: A tutorial introduction. 2024. [PUMA: EXC2075 PN8 curated] URL

Julian Berberich, Daniel Fink, Daniel Pranjić, Christian Tutschku, und Christian Holm. Training robust and generalizable quantum models. Physical Review Research, (6)4American Physical Society (APS), Dezember 2024. [PUMA: PN8A-1 PN8 EXC2075] URL

Wolfgang Nowak, Tim Brünnette, Merel Annelise Schalkers, und Matthias Möller. Overdispersion in gate tomography: Experiments and continuous, two-scale random walk model on the Bloch sphere. ACM Transactions on Quantum Computing, (5)4:1-17, Oktober 2024. [PUMA: EXC2075 PN5 PN5-6(II) PN8 curated] URL

Wolfgang Nowak, Tim Brünnette, Merel Annelise Schalkers, und Matthias Möller. Overdispersion in gate tomography: Experiments and continuous, two-scale random walk model on the Bloch sphere. ACM Transactions on Quantum Computing, 08 2024 (accepted). [PUMA: EXC2075 PN5 PN8 curated] URL

Daniel Fink. Simulating stochastic processes with variational quantum circuits. Universität Stuttgart, 2022. [PUMA: PN8 EXC2075] URL

Julian Berberich, und Daniel Fink. Quantum computing through the lens of control: A tutorial introduction. 2023. [PUMA: EXC2075 PN8 curated] URL

Julian Berberich, Daniel Fink, Daniel Pranjić, Christian Tutschku, und Christian Holm. Training robust and generalizable quantum models. 2024. [PUMA: EXC2075 PN8 curated] URL

Julian Berberich, Daniel Fink, und Christian Holm. Robustness of quantum algorithms against coherent control errors. Phys. Rev. A, (109)1American Physical Society, Januar 2024. [PUMA: EXC2075 PN8 curated] URL

Samuel Tovey, Christian Holm, und Michael Spannowsky. Generating Reservoir State Descriptions with Random Matrices. April 2024. [PUMA: EXC2075 PN3 PN3A-1 PN8 curated] URL

Julian Berberich, Daniel Fink, und Christian Holm. Robustness of quantum algorithms against coherent control errors. Physical Review A, (109)1American Physical Society, Januar 2024. [PUMA: EXC2075 PN3 PN8 PN8A-1 curated] URL

Wolfgang Nowak, Tim Brünnette, Merel Schalkers, und Matthias Möller. Overdispersion in gate tomography: Experiments and continuous, two-scale random walk model on the Bloch sphere. ACM Transactions on Quantum Computing, 2024 (submitted). [PUMA: EXC2075 PN5 PN8 curated]

Julian Berberich, Daniel Fink, Daniel Pranjić, Christian Tutschku, und Christian Holm. Training robust and generalizable quantum models. 2023. [PUMA: PN3 PN8 EXC2075] URL

Andreas Köhn, und Jeppe Olsen. Capabilities and limits of the unitary coupled-cluster approach with generalized two-body cluster operators. J. Chem. Phys., (157)12:124110, 2022. [PUMA: EXC2075 PN8 curated] URL