Anzahl der Publikationen: 21
2025
Roshani, Navid; Stein, Jonas
ORCID: https://orcid.org/0000-0001-5727-9151; Zorn, Maximilian; Kölle, Michael; Altmann, Philipp
ORCID: https://orcid.org/0000-0003-1134-176X und Linnhoff-Popien, Claudia
ORCID: https://orcid.org/0000-0001-6284-9286
(April 2025):
Sequential Hamiltonian Assembly: Enhancing the Training of Combinatorial Optimization Problems on Quantum Computers.
ICAART 2024: 16th International Conference on Agents and Artificial Intelligence, Rome, Italy, 24.- 26. Februar 2024.
Rocha, Ana Paula; Steels, Luc und Herik, Jaap van den (Hrsg.):
In: Agents and Artificial Intelligence. 16th International Conference, ICAART 2024,
Bd. 1
Cham: Springer Nature Switzerland. S. 252-271
Kölle, Michael; Maurer, Jonas; Altmann, Philipp
ORCID: https://orcid.org/0000-0003-1134-176X; Sünkel, Leo; Stein, Jonas
ORCID: https://orcid.org/0000-0001-5727-9151; Hager, Julian; Zielinski, Sebastian
ORCID: https://orcid.org/0009-0000-0894-8996 und Linnhoff-Popien, Claudia
ORCID: https://orcid.org/0000-0001-6284-9286
(April 2025):
Quantum Transfer Learning: The Impact of Classical Preprocessing.
ICAART 2024: International Conference on Agents and Artificial Intelligence, Rome, Italy, 24. - 26. Februar 2024.
Rocha, Ana Paula; Steels, Luc und Herik, Jaap van den (Hrsg.):
In: Agents and Artificial Intelligence : 16th International Conference, ICAART 2024,
Bd. 2
Cham: Springer Nature Switzerland. S. 368-403
Rohe, Tobias; Grätz, Simon; Kölle, Michael; Zielinski, Sebastian
ORCID: https://orcid.org/0009-0000-0894-8996; Stein, Jonas
ORCID: https://orcid.org/0000-0001-5727-9151 und Linnhoff-Popien, Claudia
ORCID: https://orcid.org/0000-0001-6284-9286
(2025):
From Problem to Solution: A General Pipeline to Solve Optimisation Problems on Quantum Hardware.
FICC 2025: Future of Information and Communication Conference, Berlin, Germany, 28. - 29. April 2025.
Arai, Kohei (Hrsg.):
In: Advances in Information and Communication. Proceedings of the 2025 Future of Information and Communication Conference (FICC),
Bd. 3, Nr. 978-3-031-84460-7
Cham: Springer Nature Switzerland. S. 21-41
Rohe, Tobias; Böhm, Barbara; Kölle, Michael; Stein, Jonas
ORCID: https://orcid.org/0000-0001-5727-9151; Müller, Robert
ORCID: https://orcid.org/0000-0003-3108-713X und Linnhoff-Popien, Claudia
ORCID: https://orcid.org/0000-0001-6284-9286
(2025):
Coconut Palm Tree Counting on Drone Images with Deep Object Detection and Synthetic Training Data.
ICAART 2025: 17th International Conference on Agents and Artificial Intelligence, Porto, Portugal, 23.- 25. Februar 2025.
Rocha, Ana Paula; Steels, Luc und Herik, H. Jaap van den (Hrsg.):
In: Proceedings of the 17th International Conference on Agents and Artificial Intelligence,
Bd. 3
Setúbal: SciTePress. S. 662-669
2024
Kölle, Michael; Seidl, Daniel; Zorn, Maximilian
ORCID: https://orcid.org/0009-0006-2750-7495; Altmann, Philipp
ORCID: https://orcid.org/0000-0003-1134-176X; Stein, Jonas
ORCID: https://orcid.org/0000-0001-5727-9151 und Gabor, Thomas
ORCID: https://orcid.org/0000-0003-2048-8667
(2024):
Optimizing Variational Quantum Circuits Using Metaheuristic Strategies in Reinforcement Learning.
QCE 2024: IEEE International Conference on Quantum Computing and Engineering, Montréal, Canada, 15.- 20. September 2024.
Culhane, Candace; Byrd, Greg; Muller, Hausi; Alexev, Yuri und Sheldon, Sarah (Hrsg.):
In: Proceedings Volume II of III IEEE Quantum Week 2024,
Los Alamitos: IEEE Computer Society. S. 323-328
Zorn, Maximilian
ORCID: https://orcid.org/0009-0006-2750-7495; Stein, Jonas
ORCID: https://orcid.org/0000-0001-5727-9151; Altmann, Philipp
ORCID: https://orcid.org/0000-0003-1134-176X; Kölle, Michael; Linnhoff-Popien, Claudia
ORCID: https://orcid.org/0000-0001-6284-9286 und Gabor, Thomas
ORCID: https://orcid.org/0000-0003-2048-8667
(2024):
Cohesive Quantum Circuit Layer Construction with Reinforcement Learning.
QCE 2024: IEEE International Conference on Quantum Computing and Engineering, Montréal, QC, Canada, 15.- 20. September 2024.
O’Conner, Lisa (Hrsg.):
In: 2024 IEEE International Conference on Quantum Computing and Engineering (QCE),
Bd. 1
Los Alamitos: IEEE. S. 1721-1730
Stein, Jonas
ORCID: https://orcid.org/0000-0001-5727-9151; Rohe, Tobias; Nappi, Francesco; Hager, Julian; Bucher, David; Zorn, Maximilian
ORCID: https://orcid.org/0009-0006-2750-7495; Kölle, Michael und Linnhoff-Popien, Claudia
ORCID: https://orcid.org/0000-0001-6284-9286
(2024):
Introducing Reduced-Width QNNs, an AI-Inspired Ansatz Design Pattern.
ICAART 2024: 16th International Conference on Agents and Artificial Intelligence, Rome, Italy, 24. - 26. Februar 2024.
Rocha, Ana Paula; Steels, Luc und Herik, Jaap van den (Hrsg.):
In: Proceedings of the 16th International Conference on Agents and Artificial Intelligence,
Bd. 3
Setúbal: SciTePress. S. 1127-1134
Stein, Jonas
ORCID: https://orcid.org/0000-0001-5727-9151; Poppel, Michael; Adamczyk, Philip; Fabry, Ramona; Wu, Zixing; Kölle, Michael; Nüßlein, Jonas
ORCID: https://orcid.org/0000-0001-7129-1237; Schuman, Daniëlle; Altmann, Philipp
ORCID: https://orcid.org/0000-0003-1134-176X; Ehmer, Thomas; Narasimhan, Vijay und Linnhoff-Popien, Claudia
ORCID: https://orcid.org/0000-0001-6284-9286
(2024):
Benchmarking Quantum Surrogate Models on Scarce and Noisy Data.
ICAART 2024: 16th International Conference on Agents and Artificial Intelligence, Rome, Italy, 24. - 26. Februar 2024.
Rocha, Ana Paula; Steels, Luc und Herik, Jaap van den (Hrsg.):
In: Proceedings of the 16th International Conference on Agents and Artificial Intelligence - (Volume 3),
Setúbal: SciTePress. S. 352-359
[PDF, 338kB]
Stein, Jonas
ORCID: https://orcid.org/0000-0001-5727-9151; Roshani, Navid; Zorn, Maximilian
ORCID: https://orcid.org/0009-0006-2750-7495; Altmann, Philipp
ORCID: https://orcid.org/0000-0003-1134-176X; Kölle, Michael und Linnhoff-Popien, Claudia
ORCID: https://orcid.org/0000-0001-6284-9286
(2024):
Improving Parameter Training for VQEs by Sequential Hamiltonian Assembly.
ICAART 2024: 16th International Conference on Agents and Artificial Intelligence, Rome, Italy, 24. - 26. Februar 2024.
Rocha, Ana Paula; Steels, Luc und Herik, Jaap van den (Hrsg.):
In: Proceedings of the 16th International Conference on Agents and Artificial Intelligence,
Bd. 2
Setúbal: SciTePress. S. 99-109
Altmann, Philipp
ORCID: https://orcid.org/0000-0003-1134-176X; Bärligea, Adelina; Stein, Jonas
ORCID: https://orcid.org/0000-0001-5727-9151; Kölle, Michael; Gabor, Thomas
ORCID: https://orcid.org/0000-0003-2048-8667; Phan, Thomy und Linnhoff-Popien, Claudia
ORCID: https://orcid.org/0000-0001-6284-9286
(2024):
Quantum Circuit Design: A Reinforcement Learning Challenge.
AAMAS 2024: International Conference on Autonomous Agents and Multiagent Systems, Auckland, New Zealand, 06.- 10. Mai 2024.
Dastani, Mehdi; Sichman, Jaime Simão; Alechina, Natasha und Dignum, Virginia (Hrsg.):
In: AAMAS '24: Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems,
Richland, SC: International Foundation for Autonomous Agents and Multiagent Systems. S. 2123-2125
Stein, Jonas
ORCID: https://orcid.org/0000-0001-5727-9151; Schuman, Daniëlle; Benkard, Magdalena; Holger, Thomas; Sajko, Wanja; Kölle, Michael; Nüßlein, Jonas
ORCID: https://orcid.org/0000-0001-7129-1237; Sünkel, Leo; Salomon, Olivier und Linnhoff-Popien, Claudia
ORCID: https://orcid.org/0000-0001-6284-9286
(2024):
Exploring Unsupervised Anomaly Detection with Quantum Boltzmann Machines in Fraud Detection.
ICAART 2024: 16th International Conference on Agents and Artificial Intelligence, Rome, Italy, 24. - 26. Februar 2024.
Rocha, Ana Paula; Steels, Luc und Herik, Jaap van den (Hrsg.):
In: Proceedings of the 16th International Conference on Agents and Artificial Intelligence,
Bd. 2
Setúbal: SciTePress. S. 177-185
Kölle, Michael; Stenzel, Gerhard; Stein, Jonas
ORCID: https://orcid.org/0000-0001-5727-9151; Zielinski, Sebastian
ORCID: https://orcid.org/0009-0000-0894-8996; Ommer, Bjorn und Linnhoff-Popien, Claudia
ORCID: https://orcid.org/0000-0001-6284-9286
(2024):
Quantum Denoising Diffusion Models.
QSW 2024: IEEE International Conference on Quantum Software, Shenzhen, China, 07. - 13. July 2024.
Chang, Rong N.; Chang, Carl K.; Yang, Jingwei; Jin, Zhi; Sheng, Michael; Fan, Jing; Fletcher, Kenneth; He, Qiang; Faro, Ismael; Leymann, Frank; Barzen, Johanna; Puente, Salvador de la; Feld, Sebastian; Wimmer, Manuel; Atukorala, Nimanthi; Wu, Hongyue; Elkouss, David; Garcia-Alonso, Jose und Sarkar, Aritra (Hrsg.):
In: Proceedings 2024 IEEE International Conference on Quantum Software : IEEE QSW 2024,
Los Alamitos: IEEE. S. 88-98
Kölle, Michael; Maurer, Jonas; Altmann, Philipp
ORCID: https://orcid.org/0000-0003-1134-176X; Sünkel, Leo; Stein, Jonas
ORCID: https://orcid.org/0000-0001-5727-9151 und Linnhoff-Popien, Claudia
ORCID: https://orcid.org/0000-0001-6284-9286
(2024):
Disentangling Quantum and Classical Contributions in Hybrid Quantum Machine Learning Architectures.
ICAART 2024 : International Conference on Agents and Artificial Intelligence, Rom, Italien, 24. - 26. Februar 2024.
Rocha, Ana Paula; Steels, Luc und Herik, Jaap van den (Hrsg.):
In: Proceedings of the 16th International Conference on Agents and Artificial Intelligence,
Bd. 3
Setúbal: SciTePress. S. 649-656
Kölle, Michael; Hgog, Mohamad; Ritz, Fabian
ORCID: https://orcid.org/0000-0001-7707-1358; Altmann, Philipp
ORCID: https://orcid.org/0000-0003-1134-176X; Zorn, Maximilian
ORCID: https://orcid.org/0009-0006-2750-7495; Stein, Jonas
ORCID: https://orcid.org/0000-0001-5727-9151 und Linnhoff-Popien, Claudia
ORCID: https://orcid.org/0000-0001-6284-9286
(2024):
Quantum Advantage Actor-Critic for Reinforcement Learning.
ICAART 2024: International Conference on Agents and Artificial Intelligence, Rome, Italy, 24. - 26. Februar 2024.
Rocha, Ana Paula; Steels, Luc und Herik, Jaap van den (Hrsg.):
In: Proceedings of the 16th International Conference on Agents and Artificial Intelligence,
Bd. 1
Setúbal: SciTePress. S. 297-304
Kölle, Michael; Schubert, Tom; Altmann, Philipp
ORCID: https://orcid.org/0000-0003-1134-176X; Zorn, Maximilian
ORCID: https://orcid.org/0009-0006-2750-7495; Stein, Jonas
ORCID: https://orcid.org/0000-0001-5727-9151 und Linnhoff-Popien, Claudia
ORCID: https://orcid.org/0000-0001-6284-9286
(2024):
A Reinforcement Learning Environment for Directed Quantum Circuit Synthesis.
ICAART 2024: International Conference on Agents and Artificial Intelligence, Rome, Italy, 24. - 26. Februar 2024.
Rocha, Ana Paula; Steels, Luc und Herik, Jaap van den (Hrsg.):
In: Proceedings of the 16th International Conference on Agents and Artificial Intelligence,
Bd. 1
Setúbal: SciTePress. S. 83-94
Kölle, Michael; Giovagnoli, Alessandro; Stein, Jonas
ORCID: https://orcid.org/0000-0001-5727-9151; Mansky, Maximilian; Hager, Julian; Rohe, Tobias; Müller, Robert und Linnhoff-Popien, Claudia
ORCID: https://orcid.org/0000-0001-6284-9286
(2024):
Weight Re-mapping for Variational Quantum Algorithms.
ICAART 2023: 15th International Conference on Agents and Artificial Intelligence, Lisbon, Portugal, 22. - 24. Februar 2023.
Rocha, Ana Paula; Steels, Luc und Herik, Jaap van den (Hrsg.):
In: Agents and Artificial Intelligence : 15th International Conference, ICAART 2023 Lisbon, Portugal, February 22–24, 2023 Revised Selected Papers,
Cham: Springer. S. 286-309
2023
Kölle, Michael; Giovagnoli, Alessandro; Stein, Jonas
ORCID: https://orcid.org/0000-0001-5727-9151; Mansky, Maximilian; Hager, Julian und Linnhoff-Popien, Claudia
ORCID: https://orcid.org/0000-0001-6284-9286
(2023):
Improving Convergence for Quantum Variational Classifiers Using Weight Re-Mapping.
ICAART 2023: 15th International Conference on Agents and Artificial Intelligence, Lisbon, Portugal, 22. - 24. Februar 2023.
Rocha, Ana Paula; Steels, Luc und Herik, Jaap van den (Hrsg.):
In: Proceedings of the 15th International Conference on Agents and Artificial Intelligence,
Bd. 2
Setúbal: SciTePress. S. 251-258
[PDF, 584kB]
Zielinski, Sebastian
ORCID: https://orcid.org/0009-0000-0894-8996; Nüßlein, Jonas
ORCID: https://orcid.org/0000-0001-7129-1237; Stein, Jonas
ORCID: https://orcid.org/0000-0001-5727-9151; Gabor, Thomas
ORCID: https://orcid.org/0000-0003-2048-8667 und Linnhoff-Popien, Claudia
ORCID: https://orcid.org/0000-0001-6284-9286
(2023):
Influence of Different 3SAT-to-QUBO Transformations on the Solution Quality of Quantum Annealing: A Benchmark Study.
GECCO '23 Companion: Companion Conference on Genetic and Evolutionary Computation, Lisbon Portugal, July 15 - 19, 2023.
Silva, Sara und Paquete, Luís (Hrsg.):
In: Proceedings of the Companion Conference on Genetic and Evolutionary Computation,
New York, NY, United States: Association for Computing Machinery. S. 2263-2271
Stein, Jonas
ORCID: https://orcid.org/0000-0001-5727-9151; Chamanian, Farbod
ORCID: https://orcid.org/0009-0002-3027-8241; Zorn, Maximilian
ORCID: https://orcid.org/0009-0006-2750-7495; Nüßlein, Jonas
ORCID: https://orcid.org/0000-0001-7129-1237; Zielinski, Sebastian
ORCID: https://orcid.org/0009-0000-0894-8996 und Linnhoff-Popien, Claudia
ORCID: https://orcid.org/0000-0001-6284-9286
(2023):
Evidence that PUBO outperforms QUBO when solving continuous optimization problems with the QAOA.
GECCO '23 Companion: Companion Conference on Genetic and Evolutionary Computation, Lisbon, Portugal, 15. - 19. Juli 2023.
Silva, Sara und Paquete, Luís (Hrsg.):
In: Proceedings of the Companion Conference on Genetic and Evolutionary Computation,
New York, NY, United States: Association for Computing Machinery. S. 2254-2262
2022
Gabor, Thomas; Lachner, Michael; Kraus, Nico; Roch, Christoph; Stein, Jonas; Ratke, Daniel und Linnhoff-Popien, Claudia
(2022):
Modifying the quantum-assisted genetic algorithm.
GECCO '22, Genetic and Evolutionary Computation Conference, Boston Massachusetts, July 9 - 13, 2022.
In: Proceedings of the Genetic and Evolutionary Computation Conference Companion,
New York: Association for Computing Machinery. S. 2205-2213
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