Thomas Gabor, M. Sc.

Thomas Gabor, M. Sc.

Lehrstuhl für Mobile und Verteilte Systeme

Institut für Informatik
Ludwig-Maximilians-Universität München

Oettingenstraße 67
80538 München

Raum G 006

Telefon: +49 89 / 2180-9170

Fax: +49 89 / 2180-9148

Mail: thomas.gabor@ifi.lmu.de

Research Interests

  • Quantum Applications and Research Lab (QAR-Lab)
  • Natural Computing
  • Artificial Intelligence
  • Artificial Life
  • Optimization
  • Evolutionary Algorithms
  • Quantum Computing
  • Software Engineering for Autonomous Systems
  • Formal Methods and System Theory

Publications

  • Fabian Ritz, Felix Hohnstein, Robert Müller, Thomy Phan, Thomas Gabor, Carsten Hahn, and Claudia Linnhoff-Popien. Towards Ecosystem Management from Greedy Reinforcement Learning in a Predator-Prey Setting. In Artificial Life Conference Proceedings, pages 518-525. MIT Press,, 2020.
    [BibTeX] [Download PDF]
    @inproceedings{ritz2020towards,
    title={Towards Ecosystem Management from Greedy Reinforcement Learning in a Predator-Prey Setting},
    author={Ritz, Fabian and Hohnstein, Felix and M{\"u}ller, Robert and Phan, Thomy and Gabor, Thomas and Hahn, Carsten and Linnhoff-Popien, Claudia},
    booktitle={Artificial Life Conference Proceedings},
    pages={518--525},
    year={2020},
    organization={MIT Press},
    url={https://www.mitpressjournals.org/doi/pdf/10.1162/isal_a_00273}
    }
  • Christoph Roch, Thomy Phan, Sebastian Feld, Robert Müller, Thomas Gabor, Carsten Hahn, and Claudia Linnhoff-Popien. A Quantum Annealing Algorithm for Finding Pure Nash Equilibria in Graphical Games. In International Conference on Computational Science, pages 488-501. Springer,, 2020.
    [BibTeX] [Download PDF]
    @inproceedings{roch2020quantum,
    title={A Quantum Annealing Algorithm for Finding Pure Nash Equilibria in Graphical Games},
    author={Roch, Christoph and Phan, Thomy and Feld, Sebastian and M{\"u}ller, Robert and Gabor, Thomas and Hahn, Carsten and Linnhoff-Popien, Claudia},
    booktitle={International Conference on Computational Science},
    pages={488--501},
    year={2020},
    organization={Springer},
    url={https://link.springer.com/content/pdf/10.1007%2F978-3-030-50433-5_38.pdf}
    }
  • Thomas Gabor, Leo Sünkel, Fabian Ritz, Thomy Phan, Lenz Belzner, Christoph Roch, Sebastian Feld, and Claudia Linnhoff-Popien. The Holy Grail of Quantum Artificial Intelligence: Major Challenges in Accelerating the Machine Learning Pipeline. In First International Workshop on Quantum Software Engineering (Q-SE 2020), 2020.
    [BibTeX] [Download PDF]
    @inproceedings{gabor2020holy,
    title={The Holy Grail of Quantum Artificial Intelligence: Major Challenges in Accelerating the Machine Learning Pipeline},
    author={Gabor, Thomas and S{\"u}nkel, Leo and Ritz, Fabian and Phan, Thomy and Belzner, Lenz and Roch, Christoph and Feld, Sebastian and Linnhoff-Popien, Claudia},
    booktitle={First International Workshop on Quantum Software Engineering (Q-SE 2020)},
    year={2020},
    url={https://arxiv.org/pdf/2004.14035.pdf}
    }
  • Thomas Gabor, Sebastian Feld, Hila Safi, Thomy Phan, and Claudia Linnhoff-Popien. Insights on Training Neural Networks for QUBO Tasks. In First International Workshop on Quantum Software Engineering (Q-SE 2020), 2020.
    [BibTeX] [Download PDF]
    @inproceedings{gabor2020insights,
    title={Insights on Training Neural Networks for QUBO Tasks},
    author={Gabor, Thomas and Feld, Sebastian and Safi, Hila and Phan, Thomy and Linnhoff-Popien, Claudia},
    booktitle={First International Workshop on Quantum Software Engineering (Q-SE 2020)},
    year={2020},
    url={https://arxiv.org/pdf/2004.14036.pdf}
    }
  • Sebastian Feld, Christoph Roch, Thomas Gabor, Xiao-Ting Michelle To, and Claudia Linnhoff-Popien. The Dynamic Time Warping Distance Measure as QUBO Formulation. In 2020 5th International Conference on Computer and Communication Systems (ICCCS), pages 946-950. IEEE,, 2020.
    [BibTeX]
    @inproceedings{feld2020dynamic,
    title={The Dynamic Time Warping Distance Measure as QUBO Formulation},
    author={Feld, Sebastian and Roch, Christoph and Gabor, Thomas and To, Xiao-Ting Michelle and Linnhoff-Popien, Claudia},
    booktitle={2020 5th International Conference on Computer and Communication Systems (ICCCS)},
    pages={946--950},
    year={2020},
    organization={IEEE}
    }
  • Thomas Gabor, Sebastian Zielinski, Christoph Roch, Sebastian Feld, and Claudia Linnhoff-Popien. The UQ Platform: A Unifed Approach To Quantum Annealing. In 2020 5th International Conference on Computer and Communication Systems (ICCCS), pages 115-119. IEEE,, 2020.
    [BibTeX]
    @inproceedings{gabor2020uq,
    title={The UQ Platform: A Unifed Approach To Quantum Annealing},
    author={Gabor, Thomas and Zielinski, Sebastian and Roch, Christoph and Feld, Sebastian and Linnhoff-Popien, Claudia},
    booktitle={2020 5th International Conference on Computer and Communication Systems (ICCCS)},
    pages={115--119},
    year={2020},
    organization={IEEE}
    }
  • Irmi Sax, Sebastian Feld, Sebastian Zielinski, Thomas Gabor, Claudia Linnhoff-Popien, and Wolfgang Mauerer. Approximate approximation on a quantum annealer. In Proceedings of the 17th ACM International Conference on Computing Frontiers, pages 108-117, 2020.
    [BibTeX] [Download PDF]
    @inproceedings{sax2020approximate,
    title={Approximate approximation on a quantum annealer},
    author={Sax, Irmi and Feld, Sebastian and Zielinski, Sebastian and Gabor, Thomas and Linnhoff-Popien, Claudia and Mauerer, Wolfgang},
    booktitle={Proceedings of the 17th ACM International Conference on Computing Frontiers},
    pages={108--117},
    year={2020},
    url={https://arxiv.org/pdf/2004.09267.pdf}
    }
  • Thomy Phan, Thomas Gabor, Andreas Sedlmeier, Fabian Ritz, Bernhard Kempter, Cornel Klein, Horst Sauer, Reiner Schmid, Jan Wieghardt, Marc Zeller, and others. Learning and testing resilience in cooperative multi-agent systems. In Proceedings of the 19th International Conference on Autonomous Agents and MultiAgent Systems, pages 1055-1063, 2020.
    [BibTeX] [Download PDF]
    @inproceedings{phan2020learning,
    title={Learning and testing resilience in cooperative multi-agent systems},
    author={Phan, Thomy and Gabor, Thomas and Sedlmeier, Andreas and Ritz, Fabian and Kempter, Bernhard and Klein, Cornel and Sauer, Horst and Schmid, Reiner and Wieghardt, Jan and Zeller, Marc and others},
    booktitle={Proceedings of the 19th International Conference on Autonomous Agents and MultiAgent Systems},
    pages={1055--1063},
    year={2020},
    url={http://ifaamas.org/Proceedings/aamas2020/pdfs/p1055.pdf}
    }
  • Thomas Hubregtsen, Christoph Segler, Josef Pichlmeier, Aritra Sarkar, Thomas Gabor, and Koen Bertels. Integration and Evaluation of Quantum Accelerators for Data-Driven User Functions. In 2020 21st International Symposium on Quality Electronic Design (ISQED), pages 329-334. IEEE,, 2020.
    [BibTeX] [Download PDF]
    @inproceedings{hubregtsen2020integration,
    title={Integration and Evaluation of Quantum Accelerators for Data-Driven User Functions},
    author={Hubregtsen, Thomas and Segler, Christoph and Pichlmeier, Josef and Sarkar, Aritra and Gabor, Thomas and Bertels, Koen},
    booktitle={2020 21st International Symposium on Quality Electronic Design (ISQED)},
    pages={329--334},
    year={2020},
    organization={IEEE},
    url={https://www.researchgate.net/profile/Thomas_Hubregtsen/publication/337916817_Integration_and_Evaluation_of_Quantum_Accelerators_for_Data-Driven_User_Functions/links/5df3aa1892851c83647a41f0/Integration-and-Evaluation-of-Quantum-Accelerators-for-Data-Driven-User-Functions.pdf}
    }
  • Thomas Gabor, Andreas Sedlmeier, Thomy Phan, Fabian Ritz, Marie Kiermeier, Lenz Belzner, Bernhard Kempter, Cornel Klein, Horst Sauer, Reiner Schmid, and others. The scenario coevolution paradigm: adaptive quality assurance for adaptive systems. International Journal on Software Tools for Technology Transfer, pages 1-20, 2020.
    [BibTeX] [Download PDF]
    @article{gabor2020scenario,
    title={The scenario coevolution paradigm: adaptive quality assurance for adaptive systems},
    author={Gabor, Thomas and Sedlmeier, Andreas and Phan, Thomy and Ritz, Fabian and Kiermeier, Marie and Belzner, Lenz and Kempter, Bernhard and Klein, Cornel and Sauer, Horst and Schmid, Reiner and others},
    journal={International Journal on Software Tools for Technology Transfer},
    pages={1--20},
    year={2020},
    publisher={Springer},
    url={https://link.springer.com/content/pdf/10.1007/s10009-020-00560-5.pdf}
    }
  • Kyrill Schmid, Lenz Belzner, Thomy Phan, Thomas Gabor, and Claudia Linnhoff-Popien. Multi-agent Reinforcement Learning for Bargaining under Risk and Asymmetric Information. In ICAART (1), pages 144-151, 2020.
    [BibTeX] [Download PDF]
    @inproceedings{schmid2020multi,
    title={Multi-agent Reinforcement Learning for Bargaining under Risk and Asymmetric Information},
    author={Schmid, Kyrill and Belzner, Lenz and Phan, Thomy and Gabor, Thomas and Linnhoff-Popien, Claudia},
    booktitle={ICAART (1)},
    pages={144--151},
    year={2020},
    url={https://www.researchgate.net/profile/Lenz_Belzner/publication/339908540_Multi-agent_Reinforcement_Learning_for_Bargaining_under_Risk_and_Asymmetric_Information/links/5e71f770a6fdcc37caf35417/Multi-agent-Reinforcement-Learning-for-Bargaining-under-Risk-and-Asymmetric-Information.pdf}
    }
  • Carsten Hahn, Fabian Ritz, Paula Wikidal, Thomy Phan, Thomas Gabor, and Claudia Linnhoff-Popien. Foraging Swarms using Multi-Agent Reinforcement Learning. In Artificial Life Conference Proceedings, pages 333-340. MIT Press,, 2020.
    [BibTeX] [Download PDF]
    @inproceedings{hahn2020foraging,
    title={Foraging Swarms using Multi-Agent Reinforcement Learning},
    author={Hahn, Carsten and Ritz, Fabian and Wikidal, Paula and Phan, Thomy and Gabor, Thomas and Linnhoff-Popien, Claudia},
    booktitle={Artificial Life Conference Proceedings},
    pages={333--340},
    year={2020},
    organization={MIT Press},
    url={https://www.mitpressjournals.org/doi/pdfplus/10.1162/isal_a_00267}
    }
  • Carsten Hahn, Thomy Phan, Thomas Gabor, Lenz Belzner, and Claudia Linnhoff-Popien. Emergent escape-based flocking behavior using multi-agent reinforcement learning. In Artificial Life Conference Proceedings, pages 598-605. MIT Press,, 2019.
    [BibTeX] [Download PDF]
    @inproceedings{hahn2019emergent,
    title={Emergent escape-based flocking behavior using multi-agent reinforcement learning},
    author={Hahn, Carsten and Phan, Thomy and Gabor, Thomas and Belzner, Lenz and Linnhoff-Popien, Claudia},
    booktitle={Artificial Life Conference Proceedings},
    pages={598--605},
    year={2019},
    organization={MIT Press},
    url={https://www.mitpressjournals.org/doi/pdf/10.1162/isal_a_00226}
    }
  • Sebastian Feld, Christoph Roch, Thomas Gabor, Christian Seidel, Florian Neukart, Isabella Galter, Wolfgang Mauerer, and Claudia Linnhoff-Popien. A hybrid solution method for the capacitated vehicle routing problem using a quantum annealer. Frontiers in ICT, 6:13, 2019.
    [BibTeX] [Download PDF]
    @article{feld2019hybrid,
    title={A hybrid solution method for the capacitated vehicle routing problem using a quantum annealer},
    author={Feld, Sebastian and Roch, Christoph and Gabor, Thomas and Seidel, Christian and Neukart, Florian and Galter, Isabella and Mauerer, Wolfgang and Linnhoff-Popien, Claudia},
    journal={Frontiers in ICT},
    volume={6},
    pages={13},
    year={2019},
    publisher={Frontiers},
    url={https://www.frontiersin.org/articles/10.3389/fict.2019.00013/full}
    }
  • Thomy Phan, Kyrill Schmid, Lenz Belzner, Thomas Gabor, Sebastian Feld, and Claudia Linnhoff-Popien. Distributed Policy Iteration for Scalable Approximation of Cooperative Multi-Agent Policies. In Proceedings of the 18th International Conference on Autonomous Agents and MultiAgent Systems, pages 2162-2164, 2019.
    [BibTeX] [Download PDF]
    @inproceedings{phan2019distributed,
    title={Distributed Policy Iteration for Scalable Approximation of Cooperative Multi-Agent Policies},
    author={Phan, Thomy and Schmid, Kyrill and Belzner, Lenz and Gabor, Thomas and Feld, Sebastian and Linnhoff-Popien, Claudia},
    booktitle={Proceedings of the 18th International Conference on Autonomous Agents and MultiAgent Systems},
    pages={2162--2164},
    year={2019},
    url={http://www.ifaamas.org/Proceedings/aamas2019/pdfs/p2162.pdf}
    }
  • Thomas Gabor, Steffen Illium, Andy Mattausch, Lenz Belzner, and Claudia Linnhoff-Popien. Self-Replication in Neural Networks. In Artificial Life Conference Proceedings, pages 424-431. MIT Press,, 2019.
    [BibTeX] [Download PDF]
    @inproceedings{gabor2019self,
    title={Self-Replication in Neural Networks},
    author={Gabor, Thomas and Illium, Steffen and Mattausch, Andy and Belzner, Lenz and Linnhoff-Popien, Claudia},
    booktitle={Artificial Life Conference Proceedings},
    pages={424--431},
    year={2019},
    organization={MIT Press},
    url={https://www.mitpressjournals.org/doi/pdf/10.1162/isal_a_00197}
    }
  • Thomas Gabor, Sebastian Zielinski, Sebastian Feld, Christoph Roch, Christian Seidel, Florian Neukart, Isabella Galter, Wolfgang Mauerer, and Claudia Linnhoff-Popien. Assessing Solution Quality of 3SAT on a Quantum Annealing Platform. In International Workshop on Quantum Technology and Optimization Problems. Springer, 2019.
    [BibTeX] [Download PDF]
    @inproceedings{gabor2019assessing,
    title={Assessing Solution Quality of 3SAT on a Quantum Annealing Platform},
    author={Gabor, Thomas and Zielinski, Sebastian and Feld, Sebastian and Roch, Christoph and Seidel, Christian and Neukart, Florian and Galter, Isabella and Mauerer, Wolfgang and Linnhoff-Popien, Claudia},
    booktitle={International Workshop on Quantum Technology and Optimization Problems},
    year={2019},
    publisher={Springer},
    url={https://arxiv.org/pdf/1902.04703.pdf}
    }
  • Thomy Phan, Thomas Gabor, Robert Müller, Christoph Roch, and Claudia Linnhoff-Popien. Adaptive Thompson sampling stacks for memory bounded open-loop planning. In Proceedings of the 28th International Joint Conference on Artificial Intelligence, pages 5607-5613. AAAI Press,, 2019.
    [BibTeX] [Download PDF]
    @inproceedings{phan2019adaptive,
    title={Adaptive Thompson sampling stacks for memory bounded open-loop planning},
    author={Phan, Thomy and Gabor, Thomas and M{\"u}ller, Robert and Roch, Christoph and Linnhoff-Popien, Claudia},
    booktitle={Proceedings of the 28th International Joint Conference on Artificial Intelligence},
    pages={5607--5613},
    year={2019},
    organization={AAAI Press},
    url={https://arxiv.org/pdf/1907.05861.pdf}
    }
  • Thomas Gabor, Andreas Sedlmeier, Marie Kiermeier, Thomy Phan, Marcel Henrich, Monika Pichlmair, Bernhard Kempter, Cornel Klein, Horst Sauer, Reiner SchmidSiemens AG, and others. Scenario co-evolution for reinforcement learning on a grid world smart factory domain. In Proceedings of the Genetic and Evolutionary Computation Conference, pages 898-906, 2019.
    [BibTeX] [Download PDF]
    @inproceedings{gabor2019scenario,
    title={Scenario co-evolution for reinforcement learning on a grid world smart factory domain},
    author={Gabor, Thomas and Sedlmeier, Andreas and Kiermeier, Marie and Phan, Thomy and Henrich, Marcel and Pichlmair, Monika and Kempter, Bernhard and Klein, Cornel and Sauer, Horst and AG, Reiner SchmidSiemens and others},
    booktitle={Proceedings of the Genetic and Evolutionary Computation Conference},
    pages={898--906},
    year={2019},
    url={https://www.researchgate.net/profile/Thomy_Phan/publication/334209233_Scenario_co-evolution_for_reinforcement_learning_on_a_grid_world_smart_factory_domain/links/5d26f5aa299bf1547cab91be/Scenario-co-evolution-for-reinforcement-learning-on-a-grid-world-smart-factory-domain.pdf}
    }
  • Thomas Gabor and Philipp Altmann. Benchmarking surrogate-assisted genetic recommender systems. In Proceedings of the Genetic and Evolutionary Computation Conference Companion, pages 1568-1575, 2019.
    [BibTeX] [Download PDF]
    @inproceedings{gabor2019benchmarking,
    title={Benchmarking surrogate-assisted genetic recommender systems},
    author={Gabor, Thomas and Altmann, Philipp},
    booktitle={Proceedings of the Genetic and Evolutionary Computation Conference Companion},
    pages={1568--1575},
    year={2019},
    url={https://arxiv.org/pdf/1908.02880.pdf}
    }
  • Thomas Gabor, Jan Peter, Thomy Phan, Christian Meyer, and Claudia Linnhoff-Popien. Subgoal-based temporal abstraction in Monte-Carlo tree search. In Proceedings of the 28th International Joint Conference on Artificial Intelligence, pages 5562-5568. AAAI Press,, 2019.
    [BibTeX] [Download PDF]
    @inproceedings{gabor2019subgoal,
    title={Subgoal-based temporal abstraction in Monte-Carlo tree search},
    author={Gabor, Thomas and Peter, Jan and Phan, Thomy and Meyer, Christian and Linnhoff-Popien, Claudia},
    booktitle={Proceedings of the 28th International Joint Conference on Artificial Intelligence},
    pages={5562--5568},
    year={2019},
    organization={AAAI Press},
    url={https://www.ijcai.org/Proceedings/2019/0772.pdf}
    }
  • Markus Friedrich, Pierre-Alain Fayolle, Thomas Gabor, and Claudia Linnhoff-Popien. Optimizing evolutionary CSG tree extraction. In Proceedings of the Genetic and Evolutionary Computation Conference, pages 1183-1191, 2019.
    [BibTeX] [Download PDF]
    @inproceedings{friedrich2019optimizing,
    title={Optimizing evolutionary CSG tree extraction},
    author={Friedrich, Markus and Fayolle, Pierre-Alain and Gabor, Thomas and Linnhoff-Popien, Claudia},
    booktitle={Proceedings of the Genetic and Evolutionary Computation Conference},
    pages={1183--1191},
    year={2019},
    url={https://www.researchgate.net/profile/Markus_Friedrich7/publication/333448252_Optimizing_Evolutionary_CSG_Tree_Extraction/links/5e7b58a8299bf1f3874007e6/Optimizing-Evolutionary-CSG-Tree-Extraction.pdf}
    }
  • Thomas Gabor, Lenz Belzner, Thomy Phan, and Kyrill Schmid. Preparing for the Unexpected: Diversity Improves Planning Resilience in Evolutionary Algorithms. In 15th IEEE International Conference on Autonomic Computing (ICAC), 2018.
    [BibTeX] [Download PDF]
    @inproceedings{gabor2018preparing,
    author = {Thomas Gabor and Lenz Belzner and Thomy Phan and Kyrill Schmid},
    title = {Preparing for the Unexpected: Diversity Improves Planning Resilience in Evolutionary Algorithms},
    booktitle = {15th IEEE International Conference on Autonomic Computing (ICAC)},
    year = {2018},
    url = {https://arxiv.org/pdf/1810.12483.pdf}
    }
  • Thomas Gabor, Marie Kiermeier, and Lenz Belzner. Don't Lose Control, Stay up to Date: Automated Runtime Quality Engineering. In Digital Marketplaces Unleashed. Springer, 2018.
    [BibTeX]
    @incollection{gabor2018dont,
    author = {Thomas Gabor and Marie Kiermeier and Lenz Belzner},
    title = {Don't Lose Control, Stay up to Date: Automated Runtime Quality Engineering},
    booktitle = {Digital Marketplaces Unleashed},
    publisher = {Springer},
    year = {2018}
    }
  • Thomas Gabor, Lenz Belzner, and Claudia Linnhoff-Popien. Inheritance-Based Diversity Measures for Explicit Convergence Control in Evolutionary Algorithms. In The Genetic and Evolutionary Computation Conference (GECCO), 2018.
    [BibTeX] [Download PDF]
    @inproceedings{gabor2018inheritance,
    author = {Thomas Gabor and Lenz Belzner and Claudia Linnhoff-Popien},
    title = {Inheritance-Based Diversity Measures for Explicit Convergence Control in Evolutionary Algorithms},
    booktitle = {The Genetic and Evolutionary Computation Conference (GECCO)},
    year = {2018},
    url = {https://arxiv.org/pdf/1810.12470.pdf}
    }
  • Thomy Phan, Lenz Belzner, Thomas Gabor, and Kyrill Schmid. Leveraging Statistical Multi-Agent Online Planning with Emergent Value Function Approximation. In 17th Conference on Autonomous Agents and Multi Agent Systems (AAMAS), 2018.
    [BibTeX] [Download PDF]
    @inproceedings{phan2018leveraging,
    author = {Thomy Phan and Lenz Belzner and Thomas Gabor and Kyrill Schmid},
    title = {Leveraging Statistical Multi-Agent Online Planning with Emergent Value Function Approximation},
    booktitle = {17th Conference on Autonomous Agents and Multi Agent Systems (AAMAS)},
    year = {2018},
    url = {https://arxiv.org/pdf/1804.06311.pdf}
    }
  • Kyrill Schmid, Lenz Belzner, Marie Kiermeier, Alexander Neitz, Thomy Phan, Thomas Gabor, and Claudia Linnhoff-Popien. Risk-Sensitivity in Simulation Based Online Planning. In KI 2018: Advances in Artificial Intelligence - 41st German Conference on AI, 2018.
    [BibTeX] [Download PDF]
    @inproceedings{schmid2018risk,
    author = {Kyrill Schmid and Lenz Belzner and Marie Kiermeier and Alexander Neitz and Thomy Phan and Thomas Gabor and Claudia Linnhoff-Popien},
    title = {Risk-Sensitivity in Simulation Based Online Planning},
    booktitle = {{KI} 2018: Advances in Artificial Intelligence - 41st German Conference
    on AI},
    year = {2018},
    url={https://www.researchgate.net/profile/Lenz_Belzner/publication/327313847_Risk-Sensitivity_in_Simulation_Based_Online_Planning_41st_German_Conference_on_AI_Berlin_Germany_September_24-28_2018_Proceedings/links/5bb9c567299bf1049b70f51c/Risk-Sensitivity-in-Simulation-Based-Online-Planning-41st-German-Conference-on-AI-Berlin-Germany-September-24-28-2018-Proceedings.pdf}
    }
  • Kyrill Schmid, Lenz Belzner, Thomas Gabor, and Thomy Phan. Action Markets in Deep Multi-Agent Reinforcement Learning. In 27th International Conference on Artificial Neural Networks and Machine Learning (ICANN), 2018.
    [BibTeX] [Download PDF]
    @inproceedings{schmid2018action,
    author = {Kyrill Schmid and Lenz Belzner and Thomas Gabor and Thomy Phan},
    title = {Action Markets in Deep Multi-Agent Reinforcement Learning},
    booktitle = {27th International Conference on Artificial Neural Networks and Machine Learning ({ICANN})},
    year = {2018},
    url = {https://www.researchgate.net/profile/Lenz_Belzner/publication/327879531_Action_Markets_in_Deep_Multi-Agent_Reinforcement_Learning_27th_International_Conference_on_Artificial_Neural_Networks_Rhodes_Greece_October_4-7_2018_Proceedings_Part_II/links/5bb70efb299bf1049b6f86b6/Action-Markets-in-Deep-Multi-Agent-Reinforcement-Learning-27th-International-Conference-on-Artificial-Neural-Networks-Rhodes-Greece-October-4-7-2018-Proceedings-Part-II.pdf}
    }
  • André Reichstaller, Thomas Gabor, and Alexander Knapp. Mutation-based Test Suite Evolution for Self-Organizing Systems. In International Symposium on Leveraging Applications of Formal Methods (ISoLA), 2018.
    [BibTeX] [Download PDF]
    @inproceedings{reichstaller2018mutation,
    title={Mutation-based Test Suite Evolution for Self-Organizing Systems},
    author={André Reichstaller and Thomas Gabor and Alexander Knapp},
    booktitle={International Symposium on Leveraging Applications of Formal Methods (ISoLA)},
    year={2018},
    url={https://www.researchgate.net/profile/Andre_Reichstaller/publication/326850695_Mutation-based_Test_Suite_Evolution_for_Self-Organizing_Systems/links/5b69731d45851546c9f69632/Mutation-based-Test-Suite-Evolution-for-Self-Organizing-Systems.pdf}
    }
  • Lenz Belzner, Kyrill Schmid, Thomy Phan, Thomas Gabor, and Martin Wirsing. The Sharer's Dilemma in Collective Adaptive Systems of Self-Interested Agents. In International Symposium on Leveraging Applications of Formal Methods (ISoLA), 2018.
    [BibTeX] [Download PDF]
    @inproceedings{belzner2018sharers,
    title={The Sharer's Dilemma in Collective Adaptive Systems of Self-Interested Agents},
    author={Lenz Belzner and Kyrill Schmid and Thomy Phan and Thomas Gabor and Martin Wirsing},
    booktitle={International Symposium on Leveraging Applications of Formal Methods (ISoLA)},
    year={2018},
    url={https://arxiv.org/pdf/1804.10781.pdf}
    }
  • Thomas Gabor, Marie Kiermeier, Andreas Sedlmeier, Bernhard Kempter, Cornel Klein, Horst Sauer, Reiner Schmid, and Jan Wieghardt. Adapting Quality Assurance to Adaptive Systems: The Scenario Coevolution Paradigm. In International Symposium on Leveraging Applications of Formal Methods (ISoLA), 2018.
    [BibTeX] [Download PDF]
    @inproceedings{gabor2018adapting,
    title={Adapting Quality Assurance to Adaptive Systems: The Scenario Coevolution Paradigm},
    author={Thomas Gabor and Marie Kiermeier and Andreas Sedlmeier and Bernhard Kempter and Cornel Klein and Horst Sauer and Reiner Schmid and Jan Wieghardt},
    booktitle={International Symposium on Leveraging Applications of Formal Methods (ISoLA)},
    year={2018},
    url={https://arxiv.org/pdf/1902.04694.pdf}
    }
  • Thomas Gabor and Lenz Belzner. Genealogical Distance as a Diversity Estimate in Evolutionary Algorithms. In Measuring and Promoting Diversity in Evolutionary Algorithms (MPDEA@GECCO). ACM, 2017.
    [BibTeX] [Download PDF]
    @inproceedings{gabor2017genealogical,
    author = {Thomas Gabor and Lenz Belzner},
    title = {Genealogical Distance as a Diversity Estimate in Evolutionary Algorithms},
    booktitle = "{Measuring and Promoting Diversity in Evolutionary Algorithms (MPDEA@GECCO)}",
    publisher = {ACM},
    year = {2017},
    url = {https://arxiv.org/pdf/1704.08774.pdf}
    }
  • Lenz Belzner and Thomas Gabor. Stacked Thompson Bandits. In 3rd IEEE/ACM International Workshop on Software Engineering for Smart Cyber-Physical Systems, SEsCPS@ICSE, 2017.
    [BibTeX] [Download PDF]
    @inproceedings{belzner2017stacked,
    author = {Lenz Belzner and Thomas Gabor},
    title = {Stacked Thompson Bandits},
    booktitle = "{3rd {IEEE/ACM} International Workshop on Software Engineering for Smart Cyber-Physical Systems, SEsCPS@ICSE}",
    year = {2017},
    url = {https://arxiv.org/pdf/1702.08726.pdf}
    }
  • Lenz Belzner and Thomas Gabor. Bayesian Verification under Model Uncertainty. In 3rd IEEE/ACM International Workshop on Software Engineering for Smart Cyber-Physical Systems, SEsCPS@ICSE, 2017.
    [BibTeX] [Download PDF]
    @inproceedings{belzner2017bayesian,
    author = {Lenz Belzner and Thomas Gabor},
    title = {Bayesian Verification under Model Uncertainty},
    booktitle = "{3rd {IEEE/ACM} International Workshop on Software Engineering for Smart Cyber-Physical Systems, SEsCPS@ICSE}",
    year = {2017},
    url = {https://arxiv.org/pdf/1702.08725.pdf}
    }
  • Tomas Bures, Danny Weyns, Bradley Schmer, Eduardo Tovar, Eric Boden, Thomas Gabor, Ilias Gerostathopoulos, Pragya Gupta, Eunsuk Kang, Alessia Knauss, and others. Software engineering for smart cyber-physical systems: challenges and promising solutions. ACM SIGSOFT Software Engineering Notes, 2017.
    [BibTeX] [Download PDF]
    @article{bures2017software,
    title={Software engineering for smart cyber-physical systems: challenges and promising solutions},
    author={Bures, Tomas and Weyns, Danny and Schmer, Bradley and Tovar, Eduardo and Boden, Eric and Gabor, Thomas and Gerostathopoulos, Ilias and Gupta, Pragya and Kang, Eunsuk and Knauss, Alessia and others},
    journal={ACM SIGSOFT Software Engineering Notes},
    year={2017},
    publisher={ACM},
    url={http://www4.in.tum.de/~gerostat/pubs/sescps-2016-report-final.pdf}
    }
  • Matthias Hölzl and Thomas Gabor. Continuous Collaboration for Changing Environments. In Transactions on Foundations for Mastering Change, Volume 1 (FoMAC). Springer, 2016.
    [BibTeX]
    @incollection{hoelzl2016continuous,
    author = {Matthias H{\"{o}}lzl and Thomas Gabor},
    title = {Continuous Collaboration for Changing Environments},
    booktitle = "{Transactions on Foundations for Mastering Change, Volume 1 (FoMAC)}",
    publisher = {Springer},
    year = {2016}
    }
  • Thomas Gabor, Lenz Belzner, Marie Kiermeier, Michael Till Beck, and Alexander Neitz. A Simulation-Based Architecture for Smart Cyber-Physical Systems. In The International Workshop on Models@run.time for Self-Aware Computing Systems, 2016.
    [BibTeX] [Download PDF]
    @inproceedings{gabor2016simulation,
    author = {Thomas Gabor and Lenz Belzner and Marie Kiermeier and Michael Till Beck and Alexander Neitz},
    title = {A Simulation-Based Architecture for Smart Cyber-Physical Systems},
    booktitle = "{The International Workshop on Models@run.time for Self-Aware Computing Systems}",
    year = {2016},
    url={https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7573168}
    }
  • Lenz Belzner and Thomas Gabor. QoS-Aware Multi-armed Bandits. In Third Edition of the IEEE Workshop on Quality Assurance for Self-Adaptive, Self-Organising Systems (QA4SASO), 2016.
    [BibTeX] [Download PDF]
    @inproceedings{belzner2016qosaware,
    author = {Lenz Belzner and Thomas Gabor},
    title = {QoS-Aware Multi-armed Bandits},
    booktitle = "{Third Edition of the IEEE Workshop on Quality Assurance for Self-Adaptive, Self-Organising Systems (QA4SASO)}",
    year = {2016},
    url = {https://arxiv.org/pdf/1703.10669.pdf}
    }
  • Lenz Belzner, Michael Till Beck, Thomas Gabor, Harald Roelle, and Horst Sauer. Software Engineering for Distributed Autonomous Real-Time Systems. In 2nd International Workshop on Software Engineering for Smart Cyber-Physical Systems (SEsCPS@ICSE), 2016.
    [BibTeX] [Download PDF]
    @inproceedings{belzner2016software,
    author = {Lenz Belzner and Michael Till Beck and Thomas Gabor and Harald Roelle and Horst Sauer},
    title = {Software Engineering for Distributed Autonomous Real-Time Systems},
    booktitle = "{2nd International Workshop on Software Engineering for Smart Cyber-Physical Systems (SEsCPS@ICSE)}",
    year = {2016},
    url = {https://www.researchgate.net/profile/Lenz_Belzner/publication/303515222_Software_engineering_for_distributed_autonomous_real-time_systems/links/5be5ab4392851c6b27b28679/Software-engineering-for-distributed-autonomous-real-time-systems.pdf}
    }
  • Tomas Bures, Danny Weyns, Christian Berger, Stefan Biffl, Marian Daun, Thomas Gabor, David Garlan, Ilias Gerostathopoulos, Christine Julien, Filip Krikava, and others. Software Engineering for Smart Cyber-Physical Systems--Towards a Research Agenda: Report on the First International Workshop on Software Engineering for Smart CPS. ACM SIGSOFT Software Engineering Notes, 2015.
    [BibTeX] [Download PDF]
    @article{bures2015software,
    title={Software Engineering for Smart Cyber-Physical Systems--Towards a Research Agenda: Report on the First International Workshop on Software Engineering for Smart CPS},
    author={Bures, Tomas and Weyns, Danny and Berger, Christian and Biffl, Stefan and Daun, Marian and Gabor, Thomas and Garlan, David and Gerostathopoulos, Ilias and Julien, Christine and Krikava, Filip and others},
    journal={ACM SIGSOFT Software Engineering Notes},
    year={2015},
    publisher={ACM},
    url={http://www4.in.tum.de/~gerostat/pubs/2015-SIGSOFT-notes-sCPS.pdf}
    }
  • Matthias Hölzl and Thomas Gabor. Reasoning and Learning for Awareness and Adaptation. In Software Engineering for Collective Autonomic Systems - The ASCENS Approach. Springer, 2015.
    [BibTeX]
    @incollection{hoelzl2015reasoning,
    author = {Matthias H{\"{o}}lzl and Thomas Gabor},
    title = {Reasoning and Learning for Awareness and Adaptation},
    booktitle = {Software Engineering for Collective Autonomic Systems - The {ASCENS} Approach},
    publisher = {Springer},
    year = {2015}
    }
  • Matthias Hölzl and Thomas Gabor. Continuous Collaboration: A Case Study on the Development of an Adaptive Cyber-Physical System. In 1st International Workshop on Software Engineering for Smart Cyber-Physical Systems (SEsCPS@ICSE), 2015.
    [BibTeX]
    @inproceedings{hoelzl2015continuous,
    author = {Matthias H{\"{o}}lzl and Thomas Gabor},
    title = {Continuous Collaboration: A Case Study on the Development of an Adaptive Cyber-Physical System},
    booktitle = "{1st International Workshop on Software Engineering for Smart Cyber-Physical Systems (SEsCPS@ICSE)}",
    year = {2015}
    }

Talks

  • From Software Architecture to Software Gardening: New Paradigms for the Development of Complex Adaptive Systems. RoSI Lecture, TU Dresden, 2019.
    [Link] [Download PDF]
  • QAR-Lab Site Report and the PlanQK Initiative. Machine Learning for Quantum Technology 2019, with support from the QAR-Lab team.
    [Link] [Download PDF]
  • Site Report: Quantum Applications and Research Lab (QAR-Lab). Qubits Europe 2019, with Sebastian Feld, Christoph Roch.
    [Link] [Download PDF]
  • QAR-Lab Site Report: Computer Vision and Gate Assignment. DLR Workshop on Quantum Computing for Applications in Science and Industry 2018, with Sebastian Feld.
    [Link]
  • Quantum Computing from Optimization to Artificial Intelligence: Effects on Business, Software and Security. Command Control 2018.
    [Link] [Download PDF]
  • Panel Discussion: Artificial Intelligence – How to handle the smart machines? (German: „Podiumsdiskussion: Künstliche Intelligenz – Wie umgehen mit schlauen Maschinen?“) Automatica 2018, IT2Industry Forum, with Ralf Bucksch, Philipp Hahn, Kishor Sridar, Patrick Quellmalz.
    [Link]
  • Man vs. Machine: Optimized Development Processes with Artificial Intelligence. Automatica 2018, IT2Industry Forum.
    [Link] [Download PDF]
  • QASAR – Results and Hands-On Demonstration of a Joint Project of VW and LMU. Qubits Europe 2018, with Sebastian Feld.
    [Link] [Download PDF]

Theses

  • Antonia Halbig, Thomas Gabor, Thomy Phan, Claudia Linnhoff-Popien. Reinforcement Learning Targeting Arbitrary Expected Rewards. Bachelor’s Thesis, 2020.
    [Summary]
  • Dajana Berthold, Thomas Gabor, Steffen Illium, Claudia Linnhoff-Popien. Complex Recombination in Genetic Programming (German). Master’s Thesis, 2020.
  • Maximilian Zorn, Steffen Illium, Thomas Gabor, Claudia Linnhoff-Popien. Additional Goals for Self-Replicating Neural Networks. Bachelor’s Thesis, 2020.
  • Sofie Henghuber, Thomas Gabor, Robert Müller, Claudia Linnhoff-Popien. Evolutionary Algorithms for Dynamic Optimization Problems (German: „Evolutionäre Algorithmen für dynamische Optimierungsprobleme“). Bachelor’s Thesis, 2020.
  • Anna Arendt, Thomas Gabor, Markus Friedrich, Claudia Linnhoff-Popien. Self-Adaptive Recombination in Evolutionary Algorithms (German: „Selbst-adaptive Rekombination in evolutionären Algorithmen“). Bachelor’s Thesis, 2020.
  • Marco Philip, Thomy Phan, Thomas Gabor, Claudia Linnhoff-Popien. Adversarial Planning for Pursuit-Evasion Scenarios. Bachelor’s Thesis, 2020.
  • Marc Leichsenring, Thomas Gabor, Thomy Phan, Claudia Linnhoff-Popien. Multi-headed Modification to the Monte Carlo Tree Search with Variable Search Depth. Bachelor’s Thesis, 2020.
  • Patricia Gschoßmann, Thomy Phan, Thomas Gabor, Claudia Linnhoff-Popien. Learning to Play Pommerman with Emergent Communication. Bachelor’s Thesis, 2020.
  • Hila Safi, Thomas Gabor, Thomy Phan, Claudia Linnhoff-Popien. Analyzing Quadratic Unconstrained Binary Optimization Matrices Using Neural Networks for Solving NP-Complete Problems. Master’s Thesis, 2020.
  • Oliver Heilmann, Thomas Gabor, Christoph Roch, Claudia Linnhoff-Popien. Thinning Out QUBO Matrices in Assignment Problems (German: „Ausdünnen von QUBO-Matrizen in Assignment-Problemen“). Bachelor’s Thesis, 2020.
  • Adam Mahmoud, Thomas Gabor, Thomy Phan, Claudia Linnhoff-Popien. Explainability of a Reinforcement Learning Agent for Autonomous Driving. Bachelor’s Thesis, 2020.
  • Jonas Lewe, Thomas Gabor, Christoph Roch, Claudia Linnhoff-Popien. Realistic Complexity Analysis for Quantum-Assisted Airport Gate Assignment (German: „Realistische Komplexitätsanalyse für quantenbasierte Airport-Gate-Assignment-Probleme“), Bachelor’s Thesis, 2020.
  • Thomas Horner, Thomas Gabor, Markus Friedrich, Claudia Linnhoff-Popien. Diversity-Aware Evolutionary Algorithms vs. Experiment-Driven Adaptation. Bachelor’s Thesis, 2019.
  • Katja Geirhos, Sebastian Feld, Thomas Gabor, Claudia Linnhoff-Popien. Archetypal Analysis as a QUBO Problem (German: „Archetypische Analyse als QUBO-Formulierung“). Bachelor’s Thesis, 2019.
  • Christina Karle, Carsten Hahn, Thomas Gabor, Claudia Linnhoff-Popien. Co-Evolution in a Continuous Predator/Prey Environment Using Multi-Agent Reinforcement Learning (German: „Koevolution in einer kontinuierlichen Räuber-Beute-Umgebung mittels Multi-Agent Reinforcement Learning“). Bachelor’s Thesis, 2019.
  • Florian Schepp, Thomas Gabor, Christoph Roch, Claudia Linnhoff-Popien. Complexity Analysis of Problems to Be Solved Efficiently with a Quantum Computer and Their Relation to NP (German: „Komplexitätstheoretische Betrachtung der effizient durch Quantencomputer lösbaren Probleme und ihrer Beziehung zu NP“). Bachelor’s Thesis, 2019.
  • Jonas Nüßlein, Thomas Gabor, Christoph Roch, Claudia Linnhoff-Popien. Inference in Bayes Networks Using Quantum Annealing (German: „Inferenz auf Bayes-Netzen mit Quantum Annealing“). Bachelor’s Thesis, 2019.
  • Leo Sünkel, Thomas Gabor, Christoph Roch, Claudia Linnhoff-Popien. QUBOs for Evolutionary Algorithms and Quantum Annealing. Master’s Thesis, 2019.
  • Alexander Rosenblit, Markus Friedrich, Thomas Gabor, Claudia Linnhoff-Popien. Reduction of Redundant Structures in CSG Tree Extraction Using Evolutionary Algorithms (German: „Reduzierung redundanter Strukturen bei der CSG-Baum Extraktion mit Evolutionären Algorithmen“). Bachelor’s Thesis, 2019.
  • Christoph Derks, Kyrill Schmid, Thomas Gabor, Claudia Linnhoff-Popien. Classifying Agents in Sequential Social Dilemmas (German: „Klassifikation von Agenten in Sequentiellen Sozialen Dilemmas“). Bachelor’s Thesis, 2018.
  • Sarah Vaupel, Carsten Hahn, Thomas Gabor, Claudia Linnhoff-Popien. Intuitively Predicting the Movement of Dynamic Objects Using Neural Networks (German: „Intuitive Vorhersage der Bewegung dynamischer Objekte mit neuronalen Netzen“). Bachelor’s Thesis, 2018.
  • Alexander Julian Moßhammer, Thomas Gabor, Stefen Illium, Claudia Linnhoff-Popien. Scalable Neuroevolutionary Algorithms (German: „Skalierbare Neuroevolutionäre Algortihmen“). Bachelor’s Thesis, 2018.
  • Jan Peter, Thomas Gabor, Thomy Phan, Claudia Linnhoff-Popien. Subgoal-Based Temporal Abstractions in Monte-Carlo Tree Search. Master’s Thesis, 2018.
  • Andy Mattausch, Thomas Gabor, Carsten Hahn, Claudia Linnhoff-Popien. Transfer Learning: Neural Networks for Weather Forecasting (German: „Transfer Learning: Neuronale Netze zur Wettervorhersage“). Master’s Thesis, 2018.
  • Daniel Ellert, Thomas Gabor, Markus Friedrich, Claudia Linnhoff-Popien. Reduction of User Interaction of Interactive Evolutionary Algorithms for the Example of an Application for Music Composition (German: „Reduzierung der Benutzerinteraktion bei interaktiven evolutionären Algorithmen am Beispiel einer Applikation zur Musikkomposition“). Bachelor’s Thesis, 2018.
  • Saskia Friedrich, Thomas Gabor, Carsten Hahn, Claudia Linnhoff-Popien. Domain Analysis for the Combination of Agents in General Video Game Playing (German: „Domänenanalyse zur Kombination von Agenten im General Video Game Playing“). Bachelor’s Thesis, 2018.
  • Benno Kreß, Thomas Gabor, Kyrill Schmid, Claudia Linnhoff-Popien. Diversity-Oriented Evolutionary Optimization of Smart Factory Layouts in Swift (German: „Diversitäts-orientierte evolutionäre Optimierung von Smart Factory Layouts in SWIFT“). Bachelor’s Thesis, 2018.
  • Michael Christa, Kyrill Schmid, Thomas Gabor, Claudia Linnhoff-Popien. Trading Agents: Analysis of the Ricardo Model Using Deep Multi-Agent Reinforcement Learning (German: „Handelnde Agenten: Untersuchung des Ricardo Modells mit Deep Multi Agent Reinforcement Learning“). Master’s Thesis, 2018.
  • Philipp Altmann, Thomas Gabor, Markus Friedrich, Claudia Linnhoff-Popien. Surrogate-Assisted Genetic Algorithms for Interactive Recommendation Systems. Bachelor’s Thesis, 2018.
  • Adrian Lübke, Thomas Gabor, Carsten Hahn, Claudia Linnhoff-Popien. Comparing Genetic Algorithms and Monte-Carlo Tree Search in General Video Game Playing. Bachelor’s Thesis, 2018.
  • Andreas Hessenberger, Thomas Gabor, Sebastian Feld, Claudia Linnhoff-Popien. Machine Learning with QBoost for Quantum Annealing Hardware (German: „Machine Learning mit QBoost auf Quantum Annealing Hardware“). Master’s Thesis, 2018.
  • Magdalena Speer, Carsten Hahn, Thomas Gabor, Claudia Linnhoff-Popien. Comparing Different Architectures of Artificial Neural Networks for Anomaly Detection in Time Series (German: „Ein Vergleich verschiedener Architekturen künstlicher neuronaler Netze zur Anomalieerkennung in Zeitserien“). Bachelor’s Thesis, 2018.
  • Johannes Hutter, Lorenz Schauer, Thomas Gabor, Lenz Belzner, Claudia Linnhoff-Popien. Compression of GPS Trajectories with Autoencoders. Master’s Thesis, 2017.
  • Sebastian Zielinski, Sebastian Feld, Thomas Gabor, Claudia Linnhoff-Popien. Analysis of the Distribution of Solutions in Quantum Annealing (German: „Analyse der Lösungsverteilung beim Quantum Annealing“). Master’s Thesis, 2017.
  • Christoph Roch, Sebastian Feld, Thomas Gabor, Claudia Linnhoff-Popien. Quantum-Classical Hybrid Applications (German: „Quanten-Klassische Hybride Anwendungen“). Master’s Thesis, 2017.
  • Peter Sammer, Lorenz Schauer, Thomas Gabor, Claudia Linnhoff-Popien. Strategies for the Efficient Indoor Placement of Monitor Nodes (German: „Strategien zur effizienten Verteilung von Monitor-Knoten im Gebäude“). Master’s Thesis, 2017.
  • Rachel Brabender, Thomas Gabor, Carsten Hahn, Claudia Linnhoff-Popien. Using Diversity in Evolutionary Algorithms (German: „Einsatz von Diversität in evolutionären Algorithmen“). Bachelor’s Thesis, 2017.
  • Thomy Phan, Lenz Belzner, Thomas Gabor, Claudia Linnhoff-Popien. EVADE: Emergent Value Function Approximation for Distributed Environments. Master’s Thesis, 2017.
  • Tobias Duemmling, Lenz Belzner, Thomas Gabor, Claudia Linnhoff-Popien. Temporal Abstractors (German: „Temporale Abstraktoren“). Bachelor’s Thesis, 2017.
  • Kyrill Schmid, Lenz Belzner, Thomas Gabor, Claudia Linnhoff-Popien. Risk Sensitive Online Planning. Bachelor’s Thesis, 2017.
  • Alexander Neitz, Lenz Belzner, Thomas Gabor, Claudia Linnhoff-Popien. Deep Q-Embedding for Multitask Reinforcement Learning. Master’s Thesis, 2017.
  • Alexander Isenko, Thomas Gabor, Lenz Belzner, Claudia Linnhoff-Popien. Neuroevolution in RoboCup2D (German). Bachelor’s Thesis, 2016.
  • Patrick Haller von Hallerstein, Thomas Gabor, Lenz Belzner, Claudia Linnhoff-Popien. Genetic Level Generation for General Video Game Playing (German: „Genetische Level Generierung für das generelle Spielen von Videospielen“). Bachelor’s Thesis, 2016.
  • Florian Kirchgeßner, Thomas Gabor, Lenz Belzner, Claudia Linnhoff-Popien. Heuristic Online Planning with Genetic Algorithms (German: „Heuristische Online-Planung mit genetischen Algorithmen“). Bachelor’s Thesis, 2016.