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

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

Πηγή: 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

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

Πηγή: 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

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

Πηγή: 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

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

Πηγή: 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

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

Πηγή: 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

Συγγραφείς: Gianluca Covini, Denis Antipov, Carola Doerr

Συνεισφορές: Doerr, Carola

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

Θεματικοί όροι: 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

Περιγραφή αρχείου: application/pdf

Σύνδεσμος πρόσβασης: 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

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

Συνεισφορές: Veerapen, Nadarajen

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

Θεματικοί όροι: [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

Περιγραφή αρχείου: application/pdf

Σύνδεσμος πρόσβασης: 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

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

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

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

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

Πηγή: 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

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

Πηγή: 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

Συγγραφείς: Jurado, Israel Campero, Vanschoren, Joaquin

Πηγή: 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

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

Πηγή: Journal of Heuristics. 31(3)

Extending Instance Space Analysis to Algorithm Configuration Spaces

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

Πηγή: 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

Θεματικοί όροι: explainability, algorithm configuration, instance space analysis

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

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

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

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

Περιγραφή αρχείου: text/url; application/pdf

Σύνδεσμος πρόσβασης: 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?

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

Πηγή: Journal of the ACM. 71:1-58

Θεματικοί όροι: 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

Περιγραφή αρχείου: application/xml

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

Συγγραφείς: Misir, Mustafa

Πηγή: 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

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

Συνεισφορές: 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

Πηγή: 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

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

Συνεισφορές: 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

Πηγή: 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

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

Συνεισφορές: 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

Πηγή: 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

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

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

Θεματικοί όροι: 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

Περιγραφή αρχείου: application/pdf

Σύνδεσμος πρόσβασης: 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