Explainable Benchmarking for Iterative Optimization Heuristics

Explainable Benchmarking for Iterative Optimization Heuristics

31 January 2024

Diederick Vermetten

Anna V. Kononova

Thomas Bäck

Papers citing "Explainable Benchmarking for Iterative Optimization Heuristics"

10 / 10 papers shown

Title
BLADE: Benchmark suite for LLM-driven Automated Design and Evolution of iterative optimisation heuristics N. V. Stein Anna V. Kononova Haoran Yin Thomas Bäck 41 0 0 28 Apr 2025
Landscape-Aware Automated Algorithm Configuration using Multi-output Mixed Regression and Classification Fu Xing Long M. Frenzel Peter Krause M. Gitterle Thomas Bäck N. V. Stein 27 0 0 02 Sep 2024
Evolutionary Computation and Explainable AI: A Roadmap to Transparent Intelligent Systems Ryan Zhou Jaume Bacardit Alexander Brownlee Stefano Cagnoni Martin Fyvie Giovanni Iacca John Mccall N. V. Stein David Walker Ting-Kuei Hu 39 0 0 12 Jun 2024
A Survey of Meta-features Used for Automated Selection of Algorithms for Black-box Single-objective Continuous Optimization Gjorgjina Cenikj Ana Nikolikj Gašper Petelin N. V. Stein Carola Doerr T. Eftimov 46 1 0 08 Jun 2024
LLaMEA: A Large Language Model Evolutionary Algorithm for Automatically Generating Metaheuristics N. V. Stein Thomas Bäck 39 12 0 30 May 2024
Empirical Analysis of the Dynamic Binary Value Problem with IOHprofiler Diederick Vermetten Johannes Lengler Dimitri Rusin Thomas Bäck Carola Doerr 23 0 0 24 Apr 2024
Large-scale Benchmarking of Metaphor-based Optimization Heuristics Diederick Vermetten Carola Doerr Hao Wang Anna V. Kononova Thomas Bäck 25 4 0 15 Feb 2024
Improving Nevergrad's Algorithm Selection Wizard NGOpt through Automated Algorithm Configuration R. Trajanov Ana Nikolikj Gjorgjina Cenikj F. Teytaud Mathurin Videau O. Teytaud T. Eftimov Manuel López-Ibánez Carola Doerr 25 3 0 09 Sep 2022
Covariance Matrix Adaptation MAP-Annealing Matthew C. Fontaine S. Nikolaidis 42 25 0 22 May 2022
SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization Marius Lindauer Katharina Eggensperger Matthias Feurer André Biedenkapp Difan Deng C. Benjamins Tim Ruhopf René Sass Frank Hutter 85 327 0 20 Sep 2021