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Algorithm Control: Efficient Learning to Control Algorithm Parameters

Project: Research

Participants

Research Organisations

1 - 19 out of 19Page size: 40
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Publications

  1. 2024

  2. Published

    Instance Selection for Dynamic Algorithm Configuration with Reinforcement Learning: Improving Generalization

    Benjamins, C., Cenikj, G., Nikolikj, A., Mohan, A., Eftimov, T. & Lindauer, M., 1 Aug 2024, Genetic and Evolutionary Computation Conference (GECCO). p. 563 - 566

    Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review

  3. Published

    Verfahren zum Trainieren eines Algorithmus des maschinellen Lernens durch ein bestärkendes Lernverfahren

    Eimer, T. (Inventor), Hutter, F. (Inventor), Lindauer, M. (Inventor) & Biedenkapp, A. (Inventor), 4 Apr 2024, IPC No. G06N20/00, Patent No. DE102022210480A1, 4 Oct 2022, Priority date 4 Oct 2022, Priority No. DE202210210480A

    Research output: Patent

  4. 2023

  5. Published

    Towards Self-Adjusting Weighted Expected Improvement for Bayesian Optimization

    Benjamins, C., Raponi, E., Jankovic, A., Doerr, C. & Lindauer, M., 24 Jul 2023, GECCO '23: Proceedings of the Genetic and Evolutionary Computation Conference Companion. p. 483 - 486 4 p.

    Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review

  6. Published

    POLTER: Policy Trajectory Ensemble Regularization for Unsupervised Reinforcement Learning

    Schubert, F., Benjamins, C., Döhler, S., Rosenhahn, B. & Lindauer, M., Apr 2023, In: Transactions on Machine Learning Research. 2023, 4

    Research output: Contribution to journal › Article › Research › peer review

  7. Accepted/In press

    Self-Adjusting Weighted Expected Improvement for Bayesian Optimization

    Benjamins, C., Raponi, E., Jankovic, A., Doerr, C. & Lindauer, M., 2023, (Accepted/In press) AutoML Conference 2023.

    Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review

  8. 2022

  9. Published

    Automated Dynamic Algorithm Configuration

    Adriaensen, S., Biedenkapp, A., Shala, G., Awad, N., Eimer, T., Lindauer, M. & Hutter, F., 30 Dec 2022, In: Journal of Artificial Intelligence Research. 75, p. 1633-1699 67 p.

    Research output: Contribution to journal › Article › Research › peer review

  10. Published

    Towards Automated Design of Bayesian Optimization via Exploratory Landscape Analysis

    Benjamins, C., Jankovic, A., Raponi, E., Blom, K. V. D., Lindauer, M. & Doerr, C., 17 Nov 2022.

    Research output: Contribution to conference › Paper › Research › peer review

  11. E-pub ahead of print

    PI is back! Switching Acquisition Functions in Bayesian Optimization

    Benjamins, C., Raponi, E., Jankovic, A., Blom, K. V. D., Santoni, M. L., Lindauer, M. & Doerr, C., 2 Nov 2022, (E-pub ahead of print).

    Research output: Working paper/Preprint › Preprint

  12. Published

    METHOD AND DEVICE FOR LEARNING A STRATEGY AND FOR IMPLEMENTING THE STRATEGY

    Adriaenssen, S. (Inventor), Biedenkapp, A. (Inventor), Hutter, F. (Inventor), Shala, G. (Inventor), Lindauer, M. (Inventor) & Awad, N. (Inventor), 27 Jan 2022, IPC No. G06N 3/ 12 A I, Patent No. US2022027743, Priority date 23 Jul 2020, Priority No. DE202010209281

    Research output: Patent

  13. Published

    Verfahren und Vorrichtung zum Lernen einer Strategie und Betreiben der Strategie

    Adriaenssen, S. (Inventor), Biedenkapp, A. (Inventor), Hutter, F. (Inventor), Shala, G. (Inventor), Lindauer, M. (Inventor) & Awad, N. (Inventor), 27 Jan 2022, IPC No. G06N 3/ 08 A I, Patent No. DE102020209281, Priority date 23 Jul 2020, Priority No. DE202010209281

    Research output: Patent

  14. 2021

  15. Published

    DEVICE AND METHOD FOR PLANNING AN OPERATION OF A TECHNICAL SYSTEM

    Spitz, J. (Inventor), Biedenkapp, A. (Inventor), Speck, D. (Inventor), Hutter, F. (Inventor), Lindauer, M. (Inventor) & Mattmueller, R. (Inventor), 9 Dec 2021, IPC No. G06N 5/ 00 A I, Patent No. US2021383245, Priority date 5 Jun 2020, Priority No. EP20200178576

    Research output: Patent

  16. Published

    Vorrichtung und Verfahren zur Planung eines Betriebs eines technischen Systems

    Spitz, J. (Inventor), Biedenkapp, A. (Inventor), Speck, D. (Inventor), Hutter, F. (Inventor), Lindauer, M. (Inventor) & Mattmueller, R. (Inventor), 9 Dec 2021, IPC No. G06Q 50/ 04 A I, Patent No. DE102020207114, Priority date 5 Jun 2020, Priority No. DE202010207114

    Research output: Patent

  17. Published

    Learning Heuristic Selection with Dynamic Algorithm Configuration

    Speck, D., Biedenkapp, A., Hutter, F., Mattmüller, R. & Lindauer, M., 5 Dec 2021, Proceedings of the International Conference on Automated Planning and Scheduling (ICAPS). Biundo, S., Do, M., Goldman, R., Katz, M., Yang, Q. & Zhuo, H. H. (eds.). p. 597-605 9 p. (Proceedings International Conference on Automated Planning and Scheduling, ICAPS; vol. 2021-August).

    Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review

  18. Published

    Self-Paced Context Evaluation for Contextual Reinforcement Learning

    Eimer, T., Biedenkapp, A., Hutter, F. & Lindauer, M., 18 Jul 2021, Proceedings of the international conference on machine learning (ICML). ML Research Press, p. 2948-2958 11 p. (Proceedings of Machine Learning Research; vol. 139).

    Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review

  19. Published

    DACBench: A Benchmark Library for Dynamic Algorithm Configuration

    Eimer, T., Biedenkapp, A., Reimer, M., Adriaensen, S., Hutter, F. & Lindauer, M. T., 2021, Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence (IJCAI-21). Zhou, Z.-H. (ed.). p. 1668-1674 7 p. (IJCAI International Joint Conference on Artificial Intelligence).

    Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review

  20. Published

    Hyperparameters in Contextual RL are Highly Situational

    Eimer, T., Benjamins, C. & Lindauer, M. T., 2021, International Workshop on Ecological Theory of RL (at NeurIPS).

    Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review

  21. E-pub ahead of print

    TempoRL: Learning When to Act

    Biedenkapp, A., Rajan, R., Hutter, F. & Lindauer, M., 2021, (E-pub ahead of print) Proceedings of the international conference on machine learning (ICML). 18 p.

    Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review

  22. 2020

  23. Published

    VERFAHREN, VORRICHTUNG UND COMPUTERPROGRAMM ZUM EINSTELLEN EINES HYPERPARAMETERS

    Lindauer, M. (Inventor), Hutter, F. (Inventor), Biedenkapp, A. (Inventor) & Bozkurt, F. (Inventor), 9 Dec 2020, IPC No. G06N 7/ 00 A I, Patent No. EP3748551, Priority date 7 Jun 2019, Priority No. EP20190179116

    Research output: Patent

  24. Published

    Dynamic Algorithm Configuration: Foundation of a New Meta-Algorithmic Framework

    Biedenkapp, A., Bozkurt, H. F., Eimer, T., Hutter, F. & Lindauer, M. T., 24 Aug 2020, ECAI 2020 - 24th European Conference on Artificial Intelligence. De Giacomo, G., Catala, A., Dilkina, B., Milano, M., Barro, S., Bugarin, A. & Lang, J. (eds.). p. 427-434 8 p. (Frontiers in Artificial Intelligence and Applications; vol. 325).

    Research output: Chapter in book/report/conference proceeding › Contribution to book/anthology › Research