Search Results - (("dynamic algorithm configuration") OR ("dynamika algorithm configuration"))*

Automated Dynamic Algorithm Configuration by Adriaensen, Steven, Biedenkapp, André, Shala, Gresa, Awad, Noor, Eimer, Theresa, Lindauer, Marius, Hutter, Frank

“…The performance of an algorithm often critically depends on its parameter configuration. While a variety of automated algorithm configuration methods have been…”
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Metamodel-based dynamic algorithm configuration using artificial neural networks by Dunke, Fabian, Nickel, Stefan

“… To this end, we develop a metamodel-based methodology for dynamic algorithm configuration: We first record algorithm performance under static system parameters…”
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Learning Heuristic Selection with Dynamic Algorithm Configuration by Speck, David, Biedenkapp, André, Hutter, Frank, Mattmüller, Robert, Lindauer, Marius

“…A key challenge in satisficing planning is to use multiple heuristics within one heuristic search. An aggregation of multiple heuristic estimates, for example…”
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Automated Dynamic Algorithm Configuration by Adriaensen, Steven, Biedenkapp, André, Gresa Shala, Awad, Noor, Eimer, Theresa, Lindauer, Marius, Hutter, Frank

“…The performance of an algorithm often critically depends on its parameter configuration. While a variety of automated algorithm configuration methods have been…”
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Multi-agent Dynamic Algorithm Configuration by Xue, Ke, Xu, Jiacheng, Yuan, Lei, Li, Miqing, Chao, Qian, Zhang, Zongzhang, Yang, Yu

“… A popular algorithm configuration tuning paradigm is dynamic algorithm configuration (DAC), in which an agent learns dynamic configuration policies across instances by reinforcement learning…”
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Learning Heuristic Selection with Dynamic Algorithm Configuration by Speck, David, Biedenkapp, André, Hutter, Frank, Mattmüller, Robert, Lindauer, Marius

“…A key challenge in satisficing planning is to use multiple heuristics within one heuristic search. An aggregation of multiple heuristic estimates, for example…”
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Instance Selection for Dynamic Algorithm Configuration with Reinforcement Learning: Improving Generalization by Benjamins, Carolin, Cenikj, Gjorgjina, Nikolikj, Ana, Mohan, Aditya, Tome Eftimov, Lindauer, Marius

“…Dynamic Algorithm Configuration (DAC) addresses the challenge of dynamically setting hyperparameters of an algorithm for a diverse set of instances rather than focusing solely on individual tasks…”
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Theory-inspired Parameter Control Benchmarks for Dynamic Algorithm Configuration by Biedenkapp, André, Nguyen, Dang, Krejca, Martin S, Hutter, Frank, Doerr, Carola

“… ("dynamic algorithm configuration") are therefore an important component of modern evolutionary computation frameworks…”
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DACBench: A Benchmark Library for Dynamic Algorithm Configuration by Eimer, Theresa, Biedenkapp, André, Reimer, Maximilian, Adriaensen, Steven, Hutter, Frank, Lindauer, Marius

“…Dynamic Algorithm Configuration (DAC) aims to dynamically control a target algorithm's hyperparameters in order to improve its performance…”
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Hyperparameter optimization: Classics, acceleration, online, multi-objective, and tools by Tan, Jia Mian, Liao, Haoran, Liu, Wei, Fan, Changjun, Huang, Jincai, Liu, Zhong, Yan, Junchi

“… (dynamic algorithm configuration, DAC), and when there is more than one objective to optimize (multi-objective…”
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Towards Dynamic Algorithm Selection for Numerical Black-Box Optimization: Investigating BBOB as a Use Case by Vermetten, Diederick, Wang, Hao, Doerr, Carola, Bäck, Thomas

“… Long deemed impractical, recent advances in Machine Learning and in exploratory landscape analysis give hope that this dynamic algorithm configuration~(dynAC…”
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CANDID DAC: Leveraging Coupled Action Dimensions with Importance Differences in DAC by Bordne, Philipp, Hasan, M Asif, Bergman, Eddie, Awad, Noor, Biedenkapp, André

“…High-dimensional action spaces remain a challenge for dynamic algorithm configuration (DAC…”
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A Survey of Progress on Cooperative Multi-agent Reinforcement Learning in Open Environment by Yuan, Lei, Zhang, Ziqian, Li, Lihe, Guan, Cong, Yang, Yu

“… It has shown great potential in applications such as path planning, autonomous driving, active voltage control, and dynamic algorithm configuration…”
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Using Automated Algorithm Configuration for Parameter Control by Chen, Deyao, Buzdalov, Maxim, Doerr, Carola, Nguyen, Dang

“…Dynamic Algorithm Configuration (DAC) tackles the question of how to automatically learn policies to control parameters of algorithms in a data-driven fashion…”
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