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Titlebook: Parallel Problem Solving from Nature – PPSN XVII; 17th International C Günter Rudolph,Anna V. Kononova,Tea Tušar Conference proceedings 202

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Improving Nevergrad’s Algorithm Selection Wizard NGOpt Through Automated Algorithm Configuration work well over the diverse set of problem instances within each benchmark. Our approach improves the performance of the NGOpt wizard, even on benchmark suites that were not part of the tuning by irace.
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A Systematic Approach to Analyze the Computational Cost of Robustness in Model-Assisted Robust Optimizatione robustness” respectively. We assess the empirical performance of these robustness formulations in terms of a fixed budget and a fixed target analysis, from which we find that “mini-max robustness” is the most practical formulation w.r.t. the associated computational cost.
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Per-run Algorithm Selection with Warm-Starting Using Trajectory-Based Featuresoratory landscape analysis and time series analysis of the internal state variables of the CMA-ES, respectively. We show that a combination of both feature sets provides the most accurate recommendations for our test cases, taken from the BBOB function suite from the COCO platform and the YABBOB suite from the Nevergrad platform.
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Conference proceedings 2022ical Computation, Molecular Computation, Quantum Computation, Machine Learning, and Artificial Intelligence approaches using Natural Computing methods are just some of the topics covered in this field..
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0302-9743 tems, Chemical Computation, Molecular Computation, Quantum Computation, Machine Learning, and Artificial Intelligence approaches using Natural Computing methods are just some of the topics covered in this field..978-3-031-14713-5978-3-031-14714-2Series ISSN 0302-9743 Series E-ISSN 1611-3349
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0302-9743 Solving from Nature, PPSN 2022, held in Dortmund, Germany, in September 2022..The  87 revised full papers were carefully reviewed and selected from numerous submissions. The conference presents a study of computing methods derived from natural models. Amorphous Computing, Artificial Life, Artificial
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