QLindA: Quantum Reinforcement Learning for Industrial Applications

Recent advances in deep reinforcement learning have made it possible for artificial intelligence (AI) systems to play games like chess or Go better than any human or computer ever could. This key technology is recently also used for learning control in industrial environments.

The current rapid increase in the capacity of quantum computers opens up the possibility of using quantum computers in AI systems, and offers the potential for breakthrough performance improvements that could trigger a technological revolution with implications for a wide range of applications.

In this project we are working with partners to develop novel algorithms that will allow methods used in reinforcement learning to be transferred to high-performance quantum computers.

For more information, please refer to the project's homepage.

This project is sponsored by the Federal Ministry of Education and Research.

People

SIGMOD A*
Reproducibility Report for ACM SIGMOD 2023 Paper: Ready to Leap (by Co-Design)? Join Order Optimisation . . .
Sebastian Schmidl, Yangshen Deng, Pingchuan Ma, Manuel Schönberger, Wolfgang Mauerer2024.
PDF [BibTex]
VLDB Conference A*
Quantum-Inspired Digital Annealing for Join Ordering
Manuel Schönberger, Immanuel Trummer, Wolfgang MauererProceedings of the VLDB Endowment2023.
PDF 10.14778/3632093.3632112 Reproduction Package [BibTex]
IEEE Conference
Workshop Summary: Quantum Machine Learning
Volker Tresp, Steffen Udluff, Daniel Hein, Werner Hauptmann, Martin Leib, Christopher Mutschler, Daniel D. Scherer, Wolfgang MauererProceedings of the IEEE International Conference on Quantum Computing and Engineering2023.
PDF 10.1109/QCE57702.2023.10174 [BibTex]
VLDB Workshop A*
Quantum Optimisation of General Join Trees
Manuel Schönberger, Immanuel Trummer, Wolfgang MauererProceedings of the International Workshop on Quantum Data Science and Management2023.
PDF [BibTex]
Workshop A*
Joint Proceedings of Workshops at the 49th International Conference on Very Large Data Bases (VLDB 2023), Vancouver, Canada, August 28 - September 1, 2023
Rajesh Bordawekar, Cinzia Cappiello, Vasilis Efthymiou, Lisa Ehrlinger, Vijay Gadepally, Sainyam Galhotra, Sandra Geisler, Sven Groppe, Le Gruenwald, Alon Y. Halevy, Hazar Harmouch, Oktie Hassanzadeh, Ihab F. Ilyas, Ernesto JimĂ©nez-Ruiz, Sanjay Krishnan, Tirthankar Lahiri, Guoliang Li, Jiaheng Lu, Wolfgang Mauerer, Umar Farooq Minhas, Felix Naumann, M. Tamer Özsu, El Kindi Rezig, Kavitha Srinivas, Michael Stonebraker, Satyanarayana R. Valluri, Maria-Esther Vidal, Haixun Wang, Jiannan Wang, Yingjun Wu, Xun Xue, Mohamed ZaĂŻt, Kai ZengCEUR-WS.org2023.
[BibTex]
ACM Conference A*
Ready to Leap (by Co-Design)? Join Order Optimisation on Quantum Hardware
Manuel Schönberger, Stefanie Scherzinger, Wolfgang MauererProceedings of ACM SIGMOD/PODS International Conference on Management of Data2023.
PDF 10.1145/3588946 Reproduction Package [BibTex]
Journal 4.45
Uncovering Instabilities in Variational-Quantum Deep Q-Networks
Maja Franz, Lucas Wolf, Maniraman Periyasamy, Ch. Ufrecht, D. Scherer, A. Plinge, Ch. Mutschler, Wolfgang MauererJournal of The Franklin InstituteElsevier (Open Access)2022.
PDF 10.1016/j.jfranklin.2022.08.021 Reproduction Package [BibTex]
SIGMOD A* 2nd Place
Applicability of Quantum Computing on Database Query Optimization
Manuel SchönbergerProceedings of the 2022 International Conference on Management of DataAssociation for Computing Machinery20222nd Place.
PDF 10.1145/3514221.3520257 [BibTex]
FGDB
Applicability of Quantum Computing on Database Query Optimization
Manuel Schönberger, Stefanie Scherzinger, Wolfgang MauererFrĂŒhjahrstreffen Fachgruppe Datenbanken in Potsdam (Poster Presentation)2022.
PDF [BibTex]
SANER Workshop A
1-2-3 Reproducibility for Quantum Software Experiments
Wolfgang Mauerer, Stefanie ScherzingerIEEE International Conference on Software Analysis, Evolution and Reengineering (SANER)2022.
PDF 10.1109/SANER53432.2022.00148 [BibTex]
ICSE Workshop A*
Beyond the Badge: Reproducibility Engineering as a Lifetime Skill
Wolfgang Mauerer, Stefan Klessinger, Stefanie ScherzingerProceedings of the 4th International Workshop on Software Engineering Education for the Next GenerationAssociation for Computing Machinery2022.
PDF 10.1145/3528231.3528359 [BibTex]
ICSA Workshop A
Peel | Pile? Cross-Framework Portability of Quantum Software
Manuel Schönberger, Maja Franz, Stefanie Scherzinger, Wolfgang Mauerer2022 IEEE 19th International Conference on Software Architecture Companion (ICSA-C)2022.
PDF 10.1109/ICSA-C54293.2022.00039 Reproduction Package [BibTex]