Automated Configuration of Evolutionary Algorithms via Deep Reinforcement Learning for Constrained Multiobjective Optimization

Authors: Ming, F., Gong, W., Xue, B., Zhang, M., Jin, Y.

Source: IEEE Transactions on Cybernetics IEEE Trans. Cybern. Cybernetics, IEEE Transactions on. 55(12):5877-5890 Dec, 2025

Adaptive Operator Selection for Meta-Heuristics: A Survey

Authors: Pei, J., Mei, Y., Liu, J., Zhang, M., Yao, X.

Source: IEEE Transactions on Artificial Intelligence IEEE Trans. Artif. Intell. Artificial Intelligence, IEEE Transactions on. 6(8):1991-2012 Aug, 2025

Research on a General Solution Framework for Large-scale Optimization Problems Based on Large Language Models

Authors: Liang, Bokun, Zhang, Yu, Chen, Jiawei, Song, Keyang, Chen, Yingguo, Zhang, Junjie

Source: 2025 IEEE 2nd International Conference on Big Data Science and Engineering (ICBDSE) Big Data Science and Engineering (ICBDSE), 2025 IEEE 2nd International Conference on. :1-6 Jun, 2025

Relation: 2025 IEEE 2nd International Conference on Big Data Science and Engineering (ICBDSE)

Tracing the Interactions of Modular CMA-ES Configurations Across Problem Landscapes

Authors: Nikolikj, Ana, Munoz, Mario Andres, Tuba, Eva, Eftimov, Tome

Source: 2025 IEEE Congress on Evolutionary Computation (CEC) Evolutionary Computation (CEC), 2025 IEEE Congress on. :1-8 Jun, 2025

Relation: 2025 IEEE Congress on Evolutionary Computation (CEC)

Empirical Comparison of Runtime Improvement Approaches: Genetic Improvement, Parameter Tuning, and Their Combination

Authors: Songpetchmongkol, Thanatad, Blot, Aymeric, Petke, Justyna

Source: 2025 IEEE/ACM International Workshop on Genetic Improvement (GI) GI Genetic Improvement (GI), 2025 IEEE/ACM International Workshop on. :35-42 Apr, 2025

Relation: 2025 IEEE/ACM International Workshop on Genetic Improvement (GI)

Enhancing Parameter Control Policies with State Information

Authors: Gianluca Covini, Denis Antipov, Carola Doerr

Contributors: Doerr, Carola

Source: Proceedings of the 18th ACM/SIGEVO Conference on Foundations of Genetic Algorithms. :37-48

Subject Terms: FOS: Computer and information sciences, evolutionary computation, Parameter control, local search, algorithm configuration, Neural and Evolutionary Computing, Neural and Evolutionary Computing (cs.NE), [INFO] Computer Science [cs], black-box optimization

File Description: application/pdf

Access URL: http://arxiv.org/abs/2507.08368
https://hal.sorbonne-universite.fr/hal-05157741v1/document
https://doi.org/10.1145/3729878.3746633
https://hal.sorbonne-universite.fr/hal-05157741v1

Generalizing the Structure of a University Timetabling Solver for Flexible Automatic Algorithm Configuration

Authors: Feutrier, Thomas, Veerapen, Nadarajen, Kessaci, Marie-Eléonore

Contributors: Veerapen, Nadarajen

Source: Proceedings of the Genetic and Evolutionary Computation Conference Companion. :555-558

Subject Terms: [INFO.INFO-AI] Computer Science [cs]/Artificial Intelligence [cs.AI], Local Search, Automatic Algorithm Configuration, [INFO.INFO-DS] Computer Science [cs]/Data Structures and Algorithms [cs.DS], Hydrid Metaheuristic, [INFO.INFO-RO] Computer Science [cs]/Operations Research [math.OC], Timetabling

File Description: application/pdf

Access URL: https://hal.science/hal-05207043v1
https://hal.science/hal-05207043v1/document
https://doi.org/10.1145/3712255.3726683

Reducing algorithm configuration spaces for efficient search

Authors: Freitas, Fernando^{Aff1, Aff5, IDs41060025007645_cor1}, Brazdil, Pavel^{Aff2, Aff3}, Soares, Carlos^{Aff1, Aff4, Aff5}

Source: International Journal of Data Science and Analytics. 20(5):4973-4993

Tailoring Metaheuristics for Designing Thermodynamic-Optimal Cooling Devices for Microelectronic Thermal Management Applications

Authors: Perez-Espinosa, Guillermo, Cruz-Duarte, Jorge M., Amaya, Ivan, Ortiz-Bayliss, Jose C., Terashima-Marin, Hugo, Pillay, Nelishia

Source: 2024 IEEE Congress on Evolutionary Computation (CEC) Evolutionary Computation (CEC), 2024 IEEE Congress on. :1-8 Jun, 2024

Relation: 2024 IEEE Congress on Evolutionary Computation (CEC)

Per-instance algorithm configuration for production planning in a reconfigurable assembly system

Authors: Vargas, Daniel Guzman, Gautama, Sidharta, Uzunosmanoglu, Mehmet, Raa, Birger, Limere, Veronique

Source: 2024 IEEE 22nd Mediterranean Electrotechnical Conference (MELECON) Electrotechnical Conference (MELECON), 2024 IEEE 22nd Mediterranean. :62-67 Jun, 2024

Relation: 2024 IEEE 22nd Mediterranean Electrotechnical Conference (MELECON)

An Analysis of Evolutionary Migration Models for Multi-Objective, Multi-Fidelity Automl

Authors: Jurado, Israel Campero, Vanschoren, Joaquin

Source: 2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC) Systems, Man, and Cybernetics (SMC), 2023 IEEE International Conference on. :2940-2945 Oct, 2023

Relation: 2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC)

Selector: Ensemble-Based Automated Algorithm Configuration

Authors: Weiß, Dimitri^{Aff1, IDs10732025095616_cor1}, Schede, Elias, Tierney, Kevin

Source: Journal of Heuristics. 31(3)

Extending Instance Space Analysis to Algorithm Configuration Spaces

Authors: Anthony Rasulo, Kate Smith-Miles, Mario Muñoz, Julia Handl, Manuel López-Ibáñez

Source: Rasulo, A, Smith-Miles, K, Muñoz, M, Handl, J & López-Ibáñez, M 2024, Extending Instance Space Analysis to Algorithm Configuration Spaces. in GECCO’24 Companion : Proceedings of the 2024 Genetic and Evolutionary Computation Conference Companion. Association for Computing Machinery, New York, NY, pp. 147-150, 2024 Genetic and Evolutionary Computation Conference Companion, GECCO 2024 Companion, Melbourne, Australia, 14/07/24. https://doi.org/10.1145/3638530.3654264

Subject Terms: explainability, algorithm configuration, instance space analysis

Instance Selection for Dynamic Algorithm Configuration with Reinforcement Learning: Improving Generalization: improving generalization

Authors: Carolin Benjamins, Gjorgjina Cenikj, Ana Nikolikj, Aditya Mohan, Tome Eftimov, Marius Lindauer

Source: Proceedings of the Genetic and Evolutionary Computation Conference Companion. :563-566

Subject Terms: izbira algoritmov, FOS: Computer and information sciences, reinforcement learning, instance selection, Computer Science - Machine Learning, dynamic algorithm configuration, generalization, Machine Learning (cs.LG)

File Description: text/url; application/pdf

Access URL: http://arxiv.org/abs/2407.13513
https://dirros.openscience.si/IzpisGradiva.php?id=20445
https://doi.org/10.1145/3638530.3654291
https://hdl.handle.net/20.500.12556/DiRROS-20445

How Much Data Is Sufficient to Learn High-Performing Algorithms?: How much data is sufficient to learn high-performing algorithms?

Authors: Maria-Florina Balcan, Dan Deblasio, Travis Dick, Carl Kingsford, Tuomas Sandholm, Ellen Vitercik

Source: Journal of the ACM. 71:1-58

Subject Terms: 0301 basic medicine, data-driven algorithm design, 0303 health sciences, 03 medical and health sciences, machine learning, computational biology, General topics in the theory of algorithms, Learning and adaptive systems in artificial intelligence, automated algorithm design, automated algorithm configuration

File Description: application/xml

Algorithm Selection across Algorithm Configurators A Case Study on Multi-objective Optimization

Authors: Misir, Mustafa

Source: 2022 IEEE Symposium Series on Computational Intelligence (SSCI) Computational Intelligence (SSCI), 2022 IEEE Symposium Series on. :1-5 Dec, 2022

Relation: 2022 IEEE Symposium Series on Computational Intelligence (SSCI)

LLMs for Cold-Start Cutting Plane Separator Configuration

Authors: Lawless, Connor^Aff8, Li, Yingxi^Aff8, Wikum, Anders^Aff8, Udell, Madeleine^Aff8, Vitercik, Ellen^Aff8

Contributors: Goos, Gerhard, Founding Editor^Aff1, Hartmanis, Juris, Founding Editor^Aff2, Bertino, Elisa, Series Editor^Aff3, Gao, Wen, Series Editor^Aff4, Steffen, Bernhard, Series Editor^Aff5, Yung, Moti, Series Editor^Aff6, Tack, Guido, editor^Aff7

Source: Integration of Constraint Programming, Artificial Intelligence, and Operations Research : 22nd International Conference, CPAIOR 2025, Melbourne, VIC, Australia, November 10–13, 2025, Proceedings, Part II. 15763:51-69

Algorithm Configuration in Sequential Decision-Making

Authors: Begnardi, Luca^{Aff8, Aff9}, von Meijenfeldt, Bart^{Aff8, Aff9}, Zhang, Yingqian^{Aff8, Aff9}, van Jaarsveld, Willem^Aff8, Baier, Hendrik^{Aff8, Aff9}

Contributors: Hartmanis, Juris, Founding Editor^Aff1, Goos, Gerhard, Founding Editor^Aff2, Bertino, Elisa, Series Editor^Aff3, Gao, Wen, Series Editor^Aff4, Steffen, Bernhard, Series Editor^Aff5, Yung, Moti, Series Editor^Aff6, Tack, Guido, editor^Aff7

Source: Integration of Constraint Programming, Artificial Intelligence, and Operations Research : 22nd International Conference, CPAIOR 2025, Melbourne, VIC, Australia, November 10–13, 2025, Proceedings, Part I. 15762:86-102

Dynamic Online Parameter Configuration of Genetic Algorithms Using Reinforcement Learning

Authors: Oliveira, Vítor^Aff12, Pinto, Tiago^Aff13, Ramos, Carlos^Aff12

Contributors: Goos, Gerhard, Series Editor^Aff1, Hartmanis, Juris, Founding Editor^Aff2, Bertino, Elisa, Editorial Board Member^Aff3, Gao, Wen, Editorial Board Member^Aff4, Steffen, Bernhard, Editorial Board Member^Aff5, Yung, Moti, Editorial Board Member^Aff6, Santos, Manuel Filipe, editor^Aff7, Machado, José, editor^Aff8, Novais, Paulo, editor^Aff9, Cortez, Paulo, editor^Aff10, Moreira, Pedro Miguel, editor^Aff11

Source: Progress in Artificial Intelligence : 23rd EPIA Conference on Artificial Intelligence, EPIA 2024, Viana do Castelo, Portugal, September 3–6, 2024, Proceedings, Part II. 14968:172-183

Online Control of Adaptive Large Neighborhood Search Using Deep Reinforcement Learning

Authors: REIJNEN, Reijnen, ZHANG, Yingqian, LAU, Hoong Chuin, BUKHSH, Zaharah

Source: Proceedings of the International Conference on Automated Planning and Scheduling. 34:475-483

Subject Terms: Deep reinforcement learning, FOS: Computer and information sciences, Computer Science - Machine Learning, Adaptive large neighborhood search, Artificial Intelligence and Robotics, Computer Sciences, Computer Science - Artificial Intelligence, 0211 other engineering and technologies, 02 engineering and technology, 01 natural sciences, Machine Learning (cs.LG), Artificial Intelligence (cs.AI), 0103 physical sciences, 0202 electrical engineering, electronic engineering, information engineering, Algorithm configuration

File Description: application/pdf

Access URL: http://arxiv.org/abs/2211.00759
https://research.tue.nl/en/publications/949d656f-d8c3-4548-8ca7-97d87b599a94
https://doi.org/10.1609/icaps.v34i1.31507