Title
Benchmarking MOEAs for solving continuous multi-objective RL problems Carlos Hernández Roberto Santana 39 0 0 19 May 2025
A Standardized Benchmark Set of Clustering Problem Instances for Comparing Black-Box Optimizers Diederick Vermetten Catalin-Viorel Dinu Marcus Gallagher 55 0 0 14 May 2025
Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Wenhao Li Bo Jin Mingyi Hong Changhong Lu Xiangfeng Wang 156 0 0 07 May 2025
BLADE: Benchmark suite for LLM-driven Automated Design and Evolution of iterative optimisation heuristics Niki van Stein Anna V. Kononova Haoran Yin Thomas Bäck 162 0 0 28 Apr 2025
Can We Trust AI Benchmarks? An Interdisciplinary Review of Current Issues in AI Evaluation Maria Eriksson Erasmo Purificato Arman Noroozian Joao Vinagre Guillaume Chaslot Emilia Gomez David Fernandez-Llorca ELM 273 6 0 10 Feb 2025
Evolving Hard Maximum Cut Instances for Quantum Approximate Optimization Algorithms Shuaiqun Pan Yash J. Patel Aneta Neumann Frank Neumann Thomas Bäck Hao Wang 162 0 0 30 Jan 2025
MO-IOHinspector: Anytime Benchmarking of Multi-Objective Algorithms using IOHprofiler Diederick Vermetten Jeroen Rook Oliver L. Preuß Jacob De Nobel Carola Doerr Manuel López-Ibánez Heike Trautmann Thomas Bäck 122 2 0 10 Dec 2024
BetterBench: Assessing AI Benchmarks, Uncovering Issues, and Establishing Best Practices Anka Reuel Amelia F. Hardy Chandler Smith Max Lamparth Malcolm Hardy Mykel J. Kochenderfer ELM 193 23 0 20 Nov 2024
Deconstructing What Makes a Good Optimizer for Language Models Rosie Zhao Depen Morwani David Brandfonbrener Nikhil Vyas Sham Kakade 144 25 0 10 Jul 2024
Generalizability of experimental studies Federico Matteucci Vadim Arzamasov Jose Cribeiro-Ramallo Marco Heyden Konstantin Ntounas Klemens Bohm 111 0 0 25 Jun 2024
A Novel Ranking Scheme for the Performance Analysis of Stochastic Optimization Algorithms using the Principles of Severity Sowmya Chandrasekaran Thomas Bartz-Beielstein 18 0 0 31 May 2024
Impact of Training Instance Selection on Automated Algorithm Selection Models for Numerical Black-box Optimization Konstantin Dietrich Diederick Vermetten Carola Doerr P. Kerschke 82 2 0 11 Apr 2024
Clustering in Dynamic Environments: A Framework for Benchmark Dataset Generation With Heterogeneous Changes D. Yazdani Juergen Branke M. S. Khorshidi M. Omidvar Xiaodong Li Amir H. Gandomi Xin Yao 27 2 0 24 Feb 2024
Benchmarking multi-component signal processing methods in the time-frequency plane J. M. Miramont Rémi Bardenet P. Chainais François Auger 38 1 0 13 Feb 2024
Impact of spatial transformations on landscape features of CEC2022 basic benchmark problems Haoran Yin Diederick Vermetten Furong Ye Thomas H. W. Bäck Anna V. Kononova 78 1 0 12 Feb 2024
Explainable Benchmarking for Iterative Optimization Heuristics Niki van Stein Diederick Vermetten Anna V. Kononova Thomas Bäck 113 13 0 31 Jan 2024
GNBG: A Generalized and Configurable Benchmark Generator for Continuous Numerical Optimization D. Yazdani M. Omidvar Delaram Yazdani Kalyanmoy Deb Amir H. Gandomi 40 3 0 12 Dec 2023
Optimizing with Low Budgets: a Comparison on the Black-box Optimization Benchmarking Suite and OpenAI Gym Elena Raponi Nathanaël Carraz Rakotonirina Jérémy Rapin Carola Doerr O. Teytaud 106 6 0 29 Sep 2023
Challenges of ELA-guided Function Evolution using Genetic Programming Fu Xing Long Diederick Vermetten Anna V. Kononova Roman Kalkreuth Kaifeng Yang Thomas Bäck Niki van Stein 49 6 0 24 May 2023
PyTorch Hyperparameter Tuning - A Tutorial for spotPython Thomas Bartz-Beielstein BDL GP 68 3 0 19 May 2023
When to be Discrete: Analyzing Algorithm Performance on Discretized Continuous Problems André Thomaser Jacob De Nobel Diederick Vermetten Furong Ye Thomas Bäck Anna V. Kononova 53 5 0 25 Apr 2023
Using Affine Combinations of BBOB Problems for Performance Assessment Diederick Vermetten Furong Ye Carola Doerr 68 11 0 08 Mar 2023
Using Automated Algorithm Configuration for Parameter Control D. Chen M. Buzdalov Carola Doerr Nguyen Dang 92 4 0 23 Feb 2023
Tools for Landscape Analysis of Optimisation Problems in Procedural Content Generation for Games Vanessa Volz B. Naujoks P. Kerschke Tea Tušar 50 4 0 16 Feb 2023
Characterization of Constrained Continuous Multiobjective Optimization Problems: A Performance Space Perspective Aljoša Vodopija Tea Tušar B. Filipič 43 2 0 04 Feb 2023
On the Algebraic Properties of Flame Graphs G. Tornetta 16 0 0 21 Jan 2023
A Local Optima Network View of Real Function Fitness Landscapes Marco Tomassini 53 5 0 20 Dec 2022
BBOB Instance Analysis: Landscape Properties and Algorithm Performance across Problem Instances F. Long Diederick Vermetten Bas van Stein Anna V. Kononova 72 21 0 29 Nov 2022
OPTION: OPTImization Algorithm Benchmarking ONtology Ana Kostovska Diederick Vermetten Carola Doerr Jannis Brugger P. Panov T. Eftimov 81 11 0 21 Nov 2022
Benchopt: Reproducible, efficient and collaborative optimization benchmarks Thomas Moreau Mathurin Massias Alexandre Gramfort Pierre Ablin Pierre-Antoine Bannier Benjamin Charlier ... Binh Duc Nguyen A. Rakotomamonjy Zaccharie Ramzi Joseph Salmon Samuel Vaiter 124 36 0 27 Jun 2022
A Survey on Learnable Evolutionary Algorithms for Scalable Multiobjective Optimization Songbai Liu Qiuzhen Lin Jianqiang Li Kay Chen Tan 94 56 0 23 Jun 2022
A Framework for Generating Informative Benchmark Instances Nguyen Dang Ozgur Akgun Joan Espasa Ian Miguel Peter William Nightingale 21 6 0 29 May 2022
Analyzing the Impact of Undersampling on the Benchmarking and Configuration of Evolutionary Algorithms Diederick Vermetten Hongya Wang Manuel López-Ibánez Carola Doerr Thomas Bäck 72 8 0 20 Apr 2022
The Importance of Landscape Features for Performance Prediction of Modular CMA-ES Variants Ana Kostovska Diederick Vermetten Jannis Brugger Carola Doerr Peter Korošec T. Eftimov 50 9 0 15 Apr 2022
An Instance Space Analysis of Constrained Multi-Objective Optimization Problems Hanan Alsouly M. Kirley Mario Andrés Muñoz 36 6 0 02 Mar 2022
IOHexperimenter: Benchmarking Platform for Iterative Optimization Heuristics Jacob De Nobel Furong Ye Diederick Vermetten Hao Wang Carola Doerr Thomas Bäck 80 44 0 07 Nov 2021
HPOBench: A Collection of Reproducible Multi-Fidelity Benchmark Problems for HPO Katharina Eggensperger Philip Muller Neeratyoy Mallik Matthias Feurer René Sass Aaron Klein Noor H. Awad Marius Lindauer Frank Hutter 240 104 0 14 Sep 2021
A Continuous Optimisation Benchmark Suite from Neural Network Regression K. Malan C. Cleghorn ODL 29 1 0 12 Sep 2021
Characterization of Constrained Continuous Multiobjective Optimization Problems: A Feature Space Perspective Aljoša Vodopija Tea Tušar B. Filipič 75 18 0 09 Sep 2021
Surrogate Model Based Hyperparameter Tuning for Deep Learning with SPOT Thomas Bartz-Beielstein Frederik Rehbach Amrita Sen Martin Zaefferer 60 0 0 30 May 2021
Generating Instances with Performance Differences for More Than Just Two Algorithms Jakob Bossek Markus Wagner 77 5 0 29 Apr 2021
Towards Standardising Reinforcement Learning Approaches for Production Scheduling Problems Alexandru Rinciog Anne Meyer OffRL 17 10 0 16 Apr 2021
On the Assessment of Benchmark Suites for Algorithm Comparison D. I. Mattos Lucas Ruud J. Bosch Helena Holmström Olsson 27 1 0 15 Apr 2021
Towards Large Scale Automated Algorithm Design by Integrating Modular Benchmarking Frameworks Amine Aziz-Alaoui Carola Doerr Johann Dréo 58 12 0 12 Feb 2021
Reproducibility in Evolutionary Computation Manuel López-Ibánez Juergen Branke L. Paquete 127 32 0 05 Feb 2021
Cognitive Capabilities for the CAAI in Cyber-Physical Production Systems Jan Strohschein A. Fischbach Andreas Bunte Heide Faeskorn-Woyke N. Moriz Thomas Bartz-Beielstein 36 3 0 03 Dec 2020
Metaheuristics "In the Large" J. Swan Steven Adriaensen Alexander E. I. Brownlee K. Hammond Colin G. Johnson ... Pablo García-Sánchez K. Sorensen S. Voß Markus Wagner D. White AIFin AI4CE 54 68 0 19 Nov 2020
Genetic Improvement @ ICSE 2020 W. Langdon Westley Weimer J. Petke Erik M. Fredericks Seongmin Lee ... S. Yoo Simos Gerasimou Oliver Krauss Yu Huang Michael C. Gerten 18 4 0 31 Jul 2020
CAAI -- A Cognitive Architecture to Introduce Artificial Intelligence in Cyber-Physical Production Systems A. Fischbach Jan Strohschein Andreas Bunte Jörg Stork Heide Faeskorn-Woyke N. Moriz Thomas Bartz-Beielstein 21 18 0 26 Feb 2020