Ergebnisse & Veröffentlichungen
Wissenschaftliche Veröffentlichungen
| Literaturangabe | Konsortialpartner | Datum | Verlinkung |
| Weder, Benjamin; Barzen, Johanna; Leymann, Frank; Salm, Marie: Automated Quantum Hardware Selection for Quantum Workflows. In: Electronics. Vol. 10(8), MDPI, 2021, https://doi.org/10.3390/electronics10080984 | USTUTT (IAAS) | 04.2021 | https://www.mdpi.com/2079-9292/10/8/984 |
| Frank Leymann, Johanna Barzen: Hybrid Quantum Applications Need Two Orchestrations in Superposition: A Software Architecture Perspective | USTUTT (IAAS) | 03.2021 | https://arxiv.org/abs/2103.04320 |
| Johanna Barzen: From Digital Humanities to Quantum Humanities: Potentials and Applications. To appear in the book Quantum Computing in the Arts and Humanities: An Introduction to Core Concepts, Theory and Applications. E. R. Miranda (Ed.). Cham: Springer Nature, (to appear). | USTUTT (IAAS) | 03.2021 | https://arxiv.org/pdf/2103.11825.pdf |
| Weigold, Manuela; Barzen, Johanna; Leymann, Frank; Salm, Marie: Expanding Data Encoding Patterns For Quantum Algorithms. In: 2021 IEEE 18th International Conference on Software Architecture Companion (ICSA-C), IEEE, 2021(ICSA 2021). IEEE, 2021 | USTUTT (IAAS) | 03.2021 | https://ieeexplore.ieee.org/document/9425837 |
| Paul K. Faehrmann and Mark Steudtner and Richard Kueng and Maria Kieferova and Jens Eisert: Randomizing multi-product formulas for improved Hamiltonian simulation | FUB | 01.2021 | https://arxiv.org/abs/2101.07808 |
| Fisher Information in Noisy Intermediate-Scale Quantum Applications, J. J. Meyer | FUB | 2021 | https://arxiv.org/abs/2103.15191 |
| Roch, Christoph, et al. "Cross Entropy Optimization of Constrained Problem Hamiltonians for Quantum Annealing", Accepted at ICCS 2021 | LMU | 2021 | |
| Weigold, Manuela; Barzen, Johanna; Leymann, Frank; and Vietz, Daniel: Patterns For Hybrid Quantum Algorithms. In: Proceedings of the 15th Symposium and Summer School on Service-Oriented Computing (SummerSOC 2021), to appear. | USTUTT (IAAS) | 2021 | |
| Salm, Marie; Barzen, Johanna; Leymann, Frank; Weder, Benjamin; Wild, Karoline: Automating the Comparison of Quantum Compilers for Quantum Circuits. In: Proceedings of the 15th Symposium and Summer School on Service-Oriented Computing (SummerSOC 2021), to appear. | USTUTT (IAAS) | 2021 | |
| An Analysis of Ontological Entities to represent Knowledge on Quantum Computing Algorithms and Implementations | Fraunhofer FOKUS,
USTUTT (IAAS), StoneOne |
2021 | http://ceur-ws.org/Vol-2836/qurator2021_paper_15.pdf |
| Barzen, Johanna; Leymann, Frank; Falkenthal, Michael; Vietz, Daniel; Weder, Benjamin; Wild, Karoline: Relevance of Near-Term Quantum Computing in the Cloud: A Humanities Perspective. In: Ferguson D., Pahl C., Helfert M. (eds) Cloud Computing and Services Science. CLOSER 2020. Communications in Computer and Information Science, vol 1399. Springer 2021. | USTUTT (IAAS) | 2021 | https://doi.org/10.1007/978-3-030-72369-9_2 |
| Schuld, Maria, Ryan Sweke, and Johannes Jakob Meyer. "Effect of data encoding on the expressive power of variational quantum-machine-learning models." Physical Review A 103.3 (2021): 032430. | FUB | 2021 | https://doi.org/10.1103/PhysRevA.103.032430 |
| Weigold, Manuela; Barzen, Johanna; Leymann, Frank; Salm, Marie: Data Encoding Patterns for Quantum Algorithms. In: The Hillside Group (Hrsg): Proceedings of the 27th Conference on Pattern Languages of Programs (PLoP '20), 2021 (to appear). | USTUTT (IAAS) | 2020/2021 | |
| Herr, Daniel; Obert, Benjamin; Rosenkranz, Rosenkranz: Anomaly detection with variational quantum generative adversarial networks | d-fine | 10.2020 | http://arxiv.org/abs/2010.10492 |
| Frank Leymann, Johanna Barzen (2020): The bitter truth about gate-based quantum algorithms in the NISQ era. In: Quantum Sci. Technol. 5 044007 | USTUTT (IAAS) | 08.2020 | https://doi.org/10.1088/2058-9565/abae7d |
| Frank Leymann, Johanna Barzen: Pattern Atlas. In: Aiello M., Bouguettaya A., Tamburri D.A., van den Heuvel WJ. (eds) Next-Gen Digital Services. A Retrospective and Roadmap for Service Computing of the Future. Lecture Notes in Computer Science, vol 12521. Springer, Cham. https://doi.org/10.1007/978-3-030-73203-5_5 | USTUTT (IAAS) | 06.2020 | https://doi.org/10.1007/978-3-030-73203-5_5 |
| Leymann, Frank; Barzen, Johanna; Falkenthal, Michael; Vietz, Daniel; Weder, Benjamin; Wild, Karoline: Quantum in the Cloud: Application Potentials and Research Opportunities. In: Proceedings of the 10th International Conference on Cloud Computing and Services Science (CLOSER), 2020 | USTUTT (IAAS) | 05.2020 | https://www.scitepress.org/ProceedingsDetails.aspx?ID=G0NMP0fVQpE=&t=1 |
| T. Gabor, L. Suenkel, F. Ritz, L. Belzner, C. Roch, S. Feld, and C. Linnhoff-Popien, "The Holy Grail of Quantum Artificial Intelligence: Challenges in Accelerating the Machine Learning Pipeline," in Accepted at the 1st International Workshop on Quantum Software Engineering (QSE at ICSE), 2020 | LMU | 04.2020 | https://arxiv.org/abs/2004.14035 |
| Manuela Weigold, Johanna Barzen, Uwe Breitenbücher, Michael Falkenthal, Frank Leymann, and Karoline Wild: Pattern Views: Concept and Tooling for Interconnected Pattern Languages. In: Accepted at Proceedings of the 14th Symposium and Summer School On Service-Oriented Computing (SummerSOC), 2020 | USTUTT (IAAS) | 03.2020 | https://arxiv.org/abs/2003.09127 |
| Marie Salm, Johanna Barzen, Uwe Breitenbücher, Frank Leymann, Benjamin Weder, Karoline Wild: The NISQ Analyzer: Automating the Selection of Quantum Computers for Quantum Algorithms. In: Accepted at Proceedings of the 14th Symposium and Summer School On Service-Oriented Computing (SummerSOC), 2020 | USTUTT (IAAS) | 03.2020 | https://arxiv.org/abs/2003.13409 |
| Roch, C., Impertro, A., Phan, T., Gabor, T., Feld, S., & Linnhoff-Popien, C. (2020). Cross Entropy Hyperparameter Optimization for Constrained Problem Hamiltonians Applied to QAOA. In: Accepted at Proceedings of the IEEE International Conference on Rebooting Computing (ICRC), 2020 | LMU | 03.2020 | https://arxiv.org/abs/2003.05292 |
| Salm, Marie; Barzen, Johanna; Leymann, Frank; Weder, Benjamin: About a criterion of successfully executing a circuit in the NISQ era: What wd << 1/epsilon_eff really means. In: Proceedings of the 1st ACM SIGSOFT International Workshop on Architectures and Paradigms for Engineering Quantum Software (APEQS 2020), ACM, 2020 | USTUTT (IAAS) | 2020 | https://dl.acm.org/doi/10.1145/3412451.3428498 |
| Weder, Benjamin; Breitenbücher, Uwe; Leymann, Frank; Wild, Karoline: Integrating Quantum Computing into Workflow Modeling and Execution. In: Proceedings of the 13th IEEE/ACM International Conference on Utility and Cloud Computing (UCC 2020), 2020 (to appear) | USTUTT (IAAS) | 2020 | |
| Weder, Benjamin; Barzen, Johanna; Leymann, Frank; Salm, Marie; Vietz, Daniel: The Quantum Software Lifecycle. In: Proceedings of the 1st ACM SIGSOFT International Workshop on Architectures and Paradigms for Engineering Quantum Software (APEQS 2020), ACM, 2020 | USTUTT (IAAS) | 2020 | https://dl.acm.org/doi/10.1145/3412451.3428497 |
| Tensor network approaches for learning non-linear dynamical laws,
A. Goeßmann, M. Götte, I. Roth, R. Sweke, G. Kutyniok, J. Eisert, arXiv:2002.12388 |
FUB | 2020 | https://arxiv.org/abs/2002.12388 |
| Quantum certification and benchmarking, J. Eisert, D. Hangleiter, N. Walk, I. Roth, D. Markham, R. Parekh, U. Chabaud, E. Kashefi, Nature Reviews Physics 2, 382-390 (2020), arXiv:1910.06343 | FUB | 2020 | https://arxiv.org/abs/1910.06343 |
| On the quantum versus classical learnability of discrete distributions, R. Sweke, J.-P. Seifert, D. Hangleiter, J. Eisert,
arXiv:2007.14451 |
FUB | 2020 | https://arxiv.org/abs/2007.14451 |
| Wild, Karoline; Breitenbücher, Uwe; Leymann, Frank; Vietz, Daniel; Zimmermann, Michael: TOSCA4QC: Two Modeling Styles for TOSCA to Automate the Deployment and Orchestration of Quantum Applications. In: 2020 IEEE 24th International Enterprise Distributed Object Computing Conference (EDOC), 2020. | USTUTT (IAAS) | 2020 | |
| A variational toolbox for quantum multi-parameter estimation, J. J. Meyer, J. Borregaard, J. Eisert,
arXiv:2006.06303 |
FUB | 2020 | https://arxiv.org/abs/2006.06303 |
| Sweke, Ryan, et al. "Stochastic gradient descent for hybrid quantum-classical optimization." Quantum 4 (2020): 314. | FUB | 2020 | https://quantum-journal.org/papers/q-2020-08-31-314/ |
| Expressive power of tensor-network factorizations for probabilistic modeling, with applications from hidden Markov models to quantum machine learning, I. Glasser, R. Sweke, N. Pancotti, J. Eisert, J. I. Cirac, Advances in Neural Information Processing Systems 32, Proceedings of the NeurIPS 2019 Conference (2019), arXiv:1907.03741 | FUB | 2019 | https://arxiv.org/abs/1907.03741 |
| Closing gaps of a quantum advantage with short-time Hamiltonian dynamics, J. Haferkamp, D. Hangleiter, A. Bouland, B. Fefferman, J. Eisert, J. Bermejo-Vega, arXiv:1908.08069 | FUB | 2019 | https://arxiv.org/abs/1908.08069 |
Vorträge & Fachbeiträge
| Titel | Vortragender / Autor | Art | Veranstaltungsname, Ort | Datum | Link |
| Starting the quantum incubation journey with business experiments and partnerships | Tim Leonhardt | Vortrag | Politecnico di Milano - Workshops Osservatori Digital Innovation: L’offerta tecnologica di Quantum Computing: player e startup | 05.05.2021 | |
| PlanQk-Messe 2021: „Quanten-Boost für die Optimierung“ | Ulrike Ostler | Artikel | Datacenter Insider | 30.03.2021 | https://www.datacenter-insider.de/planqk-messe-2021-quanten-boost-fuer-die-optimierung-a-1011631/ |
| Randomizing multi-product formulas for improved Hamiltonian simulation | Paul Fährmann (FUB) | Talk | APS March Meeting | 18.03.2021 | |
| The emerging quantum computing ecosystem | Dr. Matthias Ziegler (Accenture) | Keynote | Quantum Business Europe | 16.03.2021 | https://www.quantumbusinesseurope.com/conference-program/ |
| An Analysis of Ontological Entities to represent Knowledge on Quantum Computing Algorithms and Implementations | Darya Martyniuk | Scientific Workshop | Conference Qurator 2021 | 11.02.2021 | |
| Randomizing multi-product formulas for improved Hamiltonian simulation | Paul Fährmann (FUB) | Poster | The international Conference on Quantum Information Processing (QIP) | 04.02.2021 | |
| Quantum Incubation Journey: Theory Founded Use Case and Technology Selection | Sebastian Senge
Tim Leonhardt Kinan Halabi (Accenture) |
Artikel | Digitale Welt | Feb 2021 | https://digitaleweltmagazin.de/magazin/ |
| Quanten Computing für Netzbetreiber - Die Telekom beteiligt sich an PlanQK | Ulrike Ostler | Artikel | Datacenter Insider | 19.1.2021 | https://www.datacenter-insider.de/quanten-computing-fuer-netzbetreiber--die-telekom-beteiligt-sich-an-planqk-a-992717/ |
| Telekom setzt auf die Erforschung von Quantentechnologien | M. Geitz (DT) | website | Deutsche Telekom, Medieninfo | 18.01.2021 | https://www.telekom.com/de/medien/medieninformationen/detail/telekom-setzt-auf-die-erforschung-von-quantentechnologien-616016 |
| Mehr Internet für alle: T‑Labs und Fujitsu optimieren die Nutzung der Netzinfrastruktur | Anne-Marie Tumescheit | Blogbeitrag | Fujitsu Blog, online | 23.12.2020 | https://blog.de.fujitsu.com/allgemeines/mehr-internet-fuer-alle-t-labs-und-fujitsu-optimieren-die-nutzung-der-netzinfrastruktur/ |
| Genetische Algorithmen: Classical and Quantum | Christoph Roch (LMU) | PlanQK Webinar | - | 04.12.2020 | |
| Quantum Boltzmann Machine mit Anwendungsfall MNIST Datenrekonstruktion und Einblicke zur Behandlung chemischer Probleme | Dean Smith | Vortrag | PlanQK Webinar | 06.11.2020 | |
| Machine Learning: Berlin Science Week | Darya Martyniuk & Denny Mattern
(Fraunhofer FOKUS) |
Vortrag | Berlin Science Week | 04.11.2020 | https://www.fokus.fraunhofer.de/de/fokus/event/science_week2020 |
| Improving Quantum Sensing with Quantum Computers | Johannes Jakob Meyer (FUB) | Vortrag | IOP Quantum 2020, Online | 21.10.2020 | https://screencast-o-matic.com/watch/cY6e2jKolc |
| What Functions can Quantum Computers Learn? | Johannes Jakob Meyer (FUB) | Vortrag | IOP Quantum 2020, Online | 19.10.2020 | https://screencast-o-matic.com/watch/cY6e68K2SF |
| Probabilistic Modelling with Tensor Networks - A Bridge from Graphical Models to Quantum Circuits | Jens Eisert (FUB) | Vortrag | Quantum and Physics based machine learning | 7.7.2020 | https://ellisqphml.github.io/qphml2020.html#ellis-qphml-2020 |
| Quantum Computing in der NISQ-Ära | Frank Leymann (USTUTT) | PlanQK Webinar | - | 04.06.2020 | |
| Einführung in variationelle Quanten-Algorithmen | Johannes Meyer (FUB) | PlanQK Webinar | - | 29.05.2020 | |
| Quantum in the Cloud: Application Potentials and Research Opportunities | Frank Leymann (USTUTT), | Keynote | 10th International Conference on Cloud Computing and Services Science, CLOSER 2020 | 08.05.2020 | http://closer.scitevents.org/KeynoteSpeakers.aspx#3 |
| Quantum Optimization using Quantum Annealers | Christoph Roch (LMU) | PlanQK Webinar | - | 07.05.2020 | |
| Towards closing the loopholes of showing a quantum advantage for quantum simulators | Jens Eisert (FUB) | Vortrag | Quantum Devices: Simulation, Supremacy, and Optimization | 04.05.2020 - 08.05.2020 | https://simons.berkeley.edu/workshops/schedule/10560 |
| Supervised Learning Using Quantum Technology | Benedikt Sturm (FCE),
Daniel Jaroszewski (FCE) |
Paper | PHM Europe in Turin, July 27-31, 2020 | Submission 30.04.2020 | https://github.com/danieljaro/tfq-example-predictivemaintenance/blob/master/Supervised%20Learning%20using%20Quantum%20Technology.pdf |
| Quanten-Plattformen und Programmiersprachen | Frank Leymann (USTUTT) | PlanQK Webinar | - | 16.04.2020 | |
| Aufbau und Förderung der Community | David Niehaus (SO) | PlanQK Webinar | - | 14.04.2020 | |
| Industrial Relevance of Near-Term Quantum Computing | Frank Leymann, Johanna Barzen (USTUTT), | Industrievortrag | StoneOne AG, Berlin | 06.03.2020 | |
| Mit Quantenbits in die Zukunft -
Quantencomputer bedeuten eine Revolution in der Künstlichen Intelligenz |
Dennis Yücel | Beitrag - Tagesspiegel der FU Berlin | - | 11.02.2020 | https://www.fu-berlin.de/presse/publikationen/tsp/2020/tsp-februar-2020/quantenbits/index.html |
| “Introducing Quantum Computing: Fundamentals and Applications” | Frank Leymann, Johanna Barzen (USTUTT), | geladener Kolloquiumsvortrag mit Vorstellung von PlanQK | Universität zu Köln | 06.02.2020 | https://cceh.uni-koeln.de/2020/01/23/einfuhrung-in-quanten-computing-gastvortrag-prof-dr-frank-leymann-johanna-barzen-6-februar-2020/ |
| PlanQK – Quantum Computing Meets Artificial
Intelligence: how to make an ambitious idea reality |
Frank Leymann (USTUTT), Andreas Liebing (SO), Matthias Rosenkranz (d-fine), Wolfgang Mergenthaler (FCE) | Fachbeitrag - Digitale Welt Magazin | - | 01.02.2020 | https://digitaleweltmagazin.de/aktuelle-ausgabe-02-2020/ |
Open-Source Code
| Name | Link zu Repository |
| Repository mit Begleitcode zum Paper “The effect of data encoding on the expressive power of variational quantum machine learning models”, M. Schuld, R. Sweke, J. J. Meyer, arXiv:2008.08605 | https://github.com/XanaduAI/expressive_power_of_quantum_models |
| Demo: Trainable Quantum-Convolutions | https://github.com/PlanQK/TrainableQuantumConvolution |