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Towards Self-Adjusting Weighted Expected Improvement for Bayesian Optimization

, , , , and . GECCO '23: Proceedings of the Genetic and Evolutionary Computation Conference Companion, Association for Computing Machinery Special Interest Group on Genetic and Evolutionary Computation (SIGEVO), (2023)

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Self-Adjusting Weighted Expected Improvement for Bayesian Optimization., , , , and . AutoML, volume 224 of Proceedings of Machine Learning Research, page 6/1-50. PMLR, (2023)POLTER: Policy Trajectory Ensemble Regularization for Unsupervised Reinforcement Learning, , , , and . Arxiv Preprint, (2022)Towards Automated Design of Bayesian Optimization via Exploratory Landscape Analysis, , , , , and . 6th Workshop on Meta-Learning at NeurIPS 2022, (Nov 17, 2022)AutoRL Hyperparameter Landscapes., , , , and . AutoML, volume 224 of Proceedings of Machine Learning Research, page 13/1-27. PMLR, (2023)POLTER: Policy Trajectory Ensemble Regularization for Unsupervised Reinforcement Learning, , , , and . Arxiv Preprint, (May 2022)Application of machine learning for fleet-based condition monitoring of ball screw drives in machine tools, , , , , and . International Journal of Advanced Manufacturing Technology, 127 (3-4): 1143--1164 (July 2023)Funding Information: Open Access funding enabled and organized by Projekt DEAL. Funded by the Lower Saxony Ministry of Science and Culture under grant number ZN3489 within the Lower Saxony “Vorab” of the Volkswagen Foundation, Germany, supported by the Center for Digital Innovations (ZDIN), Germany. Carolin Benjamins and Marius Lindauer acknowledge support by European Union under the ERC Starting Grant “ixAutoML” (grant no. 101041029). Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or the ERC. Neither the European Union nor the ERC can be held responsible for them..Extended Abstract: AutoRL Hyperparameter Landscapes, , , , and . The 16th European Workshop on Reinforcement Learning (EWRL 2023), (Sep 15, 2023)European Workshop on Reinforcement Learning 2023 ; Conference date: 13-09-2023 Through 16-09-2023.Contextualize Me - The Case for Context in Reinforcement Learning, , , , , , , , and . Transactions on Machine Learning Research, (June 2023)CARL: A Benchmark for Contextual and Adaptive Reinforcement Learning, , , , , , and . NeurIPS 2021 Workshop on Ecological Theory of Reinforcement Learning, (December 2021)SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization, , , , , , , and . ArXiv: 2109.09831, (2021)