Algorithm selection for black-box continuous optimization problems: A survey on methods and challenges

• Sampling on Random Subspaces Under Limited Data in the Context of Exploratory Landscape Analysis

  2026 Lecture notes in computer science conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access

  0

  citations
• A survey of features used for representing black-box single-objective continuous optimization

  2026 Swarm and Evolutionary Computation article Computer Science Metaheuristic Optimization Algorithms Research Open access

  4

  citations
• Surrogate-based automated hyperparameter optimization for expensive automotive crashworthiness optimization

  2025 Structural and Multidisciplinary Optimization article Computer Science Metaheuristic Optimization Algorithms Research Open access

  10

  citations
• Explainable Benchmarking for Iterative Optimization Heuristics

  2025 ACM Transactions on Evolutionary Learning and Optimization article Computer Science Metaheuristic Optimization Algorithms Research Open access

  13

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• MA-BBOB: A Problem Generator for Black-Box Optimization Using Affine Combinations and Shifts

  2024 ACM Transactions on Evolutionary Learning and Optimization article Computer Science Metaheuristic Optimization Algorithms Research Open access

  17

  citations
• Generating Cheap Representative Functions for Expensive Automotive Crashworthiness Optimization

  2024 ACM Transactions on Evolutionary Learning and Optimization article Computer Science Metaheuristic Optimization Algorithms Research Open access

  8

  citations
• Landscape-Aware Automated Algorithm Configuration Using Multi-output Mixed Regression and Classification

  2024 Lecture notes in computer science conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access

  2

  citations
• DoE2Vec: Deep-learning Based Features for Exploratory Landscape Analysis

  2023 conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access

  24

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• Using Affine Combinations of BBOB Problems for Performance Assessment

  2023 Genetic and Evolutionary Computation Conference (GECCO) conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access

  10

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• AI for Expensive Optimization Problems in Industry

  2023 IEEE Conference on Artificial Intelligence (CAI) conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access

  0

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• Evolutionary Algorithms for Parameter Optimization—Thirty Years Later

  2023 Evolutionary Computation article Computer Science Metaheuristic Optimization Algorithms Research Open access

  86

  citations
• OPTION: OPTImization Algorithm Benchmarking ONtology

  2022 IEEE Transactions on Evolutionary Computation article Computer Science Semantic Web and Ontologies Open access

  7

  citations
• Trajectory-based Algorithm Selection with Warm-starting

  2022 IEEE Congress on Evolutionary Computation (CEC) conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access

  12

  citations
• One-shot optimization for vehicle dynamics control systems

  2022 Genetic and Evolutionary Computation Conference Companion (GECCO Companion) conference-paper Computer Science Advanced Multi-Objective Optimization Algorithms Open access

  7

  citations
• Learning the characteristics of engineering optimization problems with applications in automotive crash

  2022 Genetic and Evolutionary Computation Conference (GECCO) conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access

  31

  citations
• Peeking beyond peaks: Challenges and research potentials of continuous multimodal multi-objective optimization

  2021 Computers & Operations Research article Computer Science Advanced Multi-Objective Optimization Algorithms Open access

  35

  citations
• Towards dynamic algorithm selection for numerical black-box optimization

  2020 Genetic and Evolutionary Computation Conference (GECCO) conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access

  18

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• Versatile black-box optimization

  2020 Genetic and Evolutionary Computation Conference (GECCO) conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access

  26

  citations
• Versatile Black-Box Optimization

  2020 arXiv (Cornell University) preprint Computer Science Metaheuristic Optimization Algorithms Research Open access

  2

  citations

19 results