ForschungProjekte
Dynamic Algorithm Configuration

Dynamic Algorithm Configuration

Leitung:  Prof. Dr. Marius Lindauer
Jahr:  2019
Förderung:  DFG
Laufzeit:  2019-2023
Weitere Informationen https://www.automl.org/automated-algorithm-design/dac/

Gefördert von

Publikation

Steven Adriaensen, André Biedenkapp, Gresa Shala, Noor Awad, Theresa Eimer, Marius Lindauer, Frank Hutter. Automated Dynamic Algorithm Configuration ArXiv, May 2022 (arXivBibTeX

André Biedenkapp, David Speck, Silvan Sievers, Frank Hutter, Marius Lindauer, Jendrik Seipp.

Learning Domain-Independent Policies for Open List Selection. Proceedings of the 3rd ICAPS workshop on Bridging the Gap Between AI Planning and Reinforcement Learning (PRL), pp. 1-9, 2022 BibTeX

Andre Biedenkapp, Raghu Rajan, Frank Hutter, Marius Lindauer. TempoRL: Learning When to Act. Proceedings of the international conference on machine learning (ICML), July 2021 (arXivBibTeX

Theresa Eimer, Andre Biedenkapp, Frank Hutter, Marius Lindauer. Self-Paced Context Evaluation for Contextual Reinforcement Learning. Proceedings of the international conference on machine learning (ICML), July 2021 (arXivBibTeX

Gresa Shala, Andre Biedenkapp, Noor Awad, Steven Adriaensen, Marius Lindauer, Frank Hutter. Learning Step-Size Adaptation in CMA-ES. Proceedings of the Sixteenth International Conference on Parallel Problem Solving from Nature ({PPSN}'20), September 2020 (pdfarXivBibTeX

Theresa Eimer, Andre Biedenkapp, Frank Hutter, Marius Lindauer. Towards Self-Paced Context Evaluations for Contextual Reinforcement Learning. Workshop on Inductive Biases, Invariances and Generalization in Reinforcement Learning (BIG@ICML'20), July 2020. (pdfBibTeX

Andre Biedenkapp, Raghu Rajan, Frank Hutter, Marius Lindauer. Towards TempoRL: Learning When to Act. Workshop on Inductive Biases, Invariances and Generalization in Reinforcement Learning (BIG@ICML'20), July 2020 (pdfBibTeX

David Speck, André Biedenkapp, Frank Hutter, Robert Mattmüller, Marius Lindauer

Learning Heuristic Selection with Dynamic Algorithm Configuration. Proceedings of international workshop on Bridging the Gap Between AI Planning and Reinforcement Learning at ICAPS, June 2020.(arXivBibTeX

Andre Biedenkapp, H. Furkan Bozkurt, Theresa Eimer, Frank Hutter, Marius Lindauer. Algorithm Control: Foundation of a New Meta-Algorithmic Framework. Proceedings of the European Conference on Artificial Intelligence (ECAI), 2020 (pdfBibTeX