AutoOpt: A General Framework for Automatically Designing Metaheuristic Optimization Algorithms With Diverse Structures

Authors: Zhao, Q., Yan, B., Hu, T., Chen, X., Yang, J., Cheng, S., Shi, Y.

Source: IEEE Transactions on Emerging Topics in Computational Intelligence IEEE Trans. Emerg. Top. Comput. Intell. Emerging Topics in Computational Intelligence, IEEE Transactions on. 9(5):3690-3703 Oct, 2025

Automated Tailoring of Heuristic-Based Renyi’s Entropy Maximizers for Efficient Melanoma Segmentation*

Authors: Zambrano-Gutierrez, Daniel F., Ramos-Frutos, Jorge, Ramos-Soto, Oscar, Avina-Cervantes, Juan Gabriel, Oliva, Diego, Cruz-Duarte, Jorge M.

Source: 2025 IEEE Symposium on Computational Intelligence in Image, Signal Processing and Synthetic Media (CISM) Computational Intelligence in Image, Signal Processing and Synthetic Media (CISM), 2025 IEEE Symposium on. :1-7 Mar, 2025

Relation: 2025 IEEE Symposium on Computational Intelligence in Image, Signal Processing and Synthetic Media (CISM)

Automated Algorithm Design with Partial Reconstruction Heuristics for Solving Vehicle Routing Problems

Authors: Ma, Liang, Hao, Xingxing, Zhang, Ruibang, Chen, Li

Source: 2024 IEEE 17th International Conference on Signal Processing (ICSP) Signal Processing (ICSP), 2024 IEEE 17th International Conference on. :284-289 Oct, 2024

Relation: 2024 IEEE 17th International Conference on Signal Processing (ICSP)

Automated Design of Collaboration-Based Hybrid Metaheuristics

Authors: Wang, Y., Xin, B., Liu, B., Wang, Q.

Source: IEEE Transactions on Cybernetics IEEE Trans. Cybern. Cybernetics, IEEE Transactions on. 54(12):7877-7890 Dec, 2024

Viscoelastic characterization of the human osteosarcoma cancer cell line MG-63 using a fractional-order zener model through automated algorithm design and configuration

Authors: Duque-Gimenez, Grecia C., Zambrano-Gutierrez, Daniel F.^{Aff1, IDs41598025161743_cor1}, Rodriguez-Nieto, Maricela^{Aff2, Aff6}, Menchaca, Jorge Luis, Cruz-Duarte, Jorge M., Zárate-Triviño, Diana G., Avina-Cervantes, Juan Gabriel, Ortiz-Bayliss, José Carlos

Source: Scientific Reports. 15(1)

Automated Design of Metaheuristics Using Reinforcement Learning Within a Novel General Search Framework

Authors: Yi, W., Qu, R., Jiao, L., Niu, B.

Source: IEEE Transactions on Evolutionary Computation IEEE Trans. Evol. Computat. Evolutionary Computation, IEEE Transactions on. 27(4):1072-1084 Aug, 2023

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

Intelligent Multi-Agent Systems for UAV-Robot Path Optimization via Reflective Evolution

Authors: Chen, Yijie^Aff10, Zhu, Kexin^Aff11, Chen, Zhide^Aff10, Feng, Chen^Aff10, Zhuang, Zhengjie^Aff10

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, Li, Yupeng, editor^Aff7, Zhang, Yong, editor^Aff8, Xu, Jianliang, editor^Aff9

Source: Parallel and Distributed Computing, Applications and Technologies : 25th International Conference, PDCAT 2024, Hong Kong, China, December 13–15, 2024, Proceedings. 15502:566-577

A hybrid neural combinatorial optimization framework assisted by automated algorithm design

Authors: Liang Ma, Xingxing Hao, Wei Zhou, Qianbao He, Ruibang Zhang, Li Chen

Source: Complex & Intelligent Systems, Vol 10, Iss 6, Pp 8233-8247 (2024)

Subject Terms: Transformer, Electronic computers. Computer science, Reinforcement learning, QA75.5-76.95, Information technology, T58.5-58.64, Neural combinatorial optimization, Automated algorithm design

Access URL: https://doaj.org/article/bec8f8d726b944ed96992d17dfb9ccba

GRAHF: A Hyper-Heuristic Framework for Evolving Heterogeneous Island Model Topologies

Authors: Wurth, Jonathan, Stegherr, Helena, Heider, Michael, Hähner, Jörg

Source: Proceedings of the Genetic and Evolutionary Computation Conference. :1054-1063

Availability: http://dl.acm.org/doi/10.1145/3638529.3654136

L-AutoDA: Large Language Models for Automatically Evolving Decision-based Adversarial Attacks

Authors: Guo, Ping, Liu, Fei, Lin, Xi, Zhao, Qingchuan, Zhang, Qingfu

Source: Proceedings of the Genetic and Evolutionary Computation Conference Companion. :1846-1854

Availability: http://dl.acm.org/doi/10.1145/3638530.3664121

Linear Matrix Factorization Embeddings for Single-objective Optimization Landscapes

Authors: Eftimov, Tome, Popovski, Gorjan, Renau, Quentin, Korosec, Peter, Doerr, Carola

Source: 2020 IEEE Symposium Series on Computational Intelligence (SSCI) Computational Intelligence (SSCI), 2020 IEEE Symposium Series on. :775-782 Dec, 2020

Relation: 2020 IEEE Symposium Series on Computational Intelligence (SSCI)

Automated Machine Learning For Computational Mechanics (Dagstuhl Seminar 24282)

Authors: Raponi, Elena, Kotthoff, Lars, Kim, Hyunsun Alicia, Lindauer, Marius

Contributors: Elena Raponi and Lars Kotthoff and Hyunsun Alicia Kim and Marius Lindauer

Subject Terms: physics-informed machine learning, engineering applications of AI, automated algorithm design, computational mechanics, black-box optimization, ddc:004

File Description: application/pdf

Access URL: https://drops.dagstuhl.de/entities/document/10.4230/DagRep.14.7.17

Multi-objective Human-robot collaborative batch scheduling in distributed hybrid flowshop via automatic design of local search-reconstruction-feedback algorithm

Authors: He, Peng ^a, Jiang, Xuchu ^{b, ⁎}, Wang, Qi ^b, Zhang, Biao ^{a, ⁎}

Source: In Computers & Industrial Engineering May 2025 203

Integrated model and automatically designed solver for power system restoration

Authors: Zhao, Xiaohui ^a, Li, Xia ^{a, ⁎}, Zhao, Qi ^b, Yan, Bai ^c, Shi, Yuhui ^b, Kang, Jiajin ^a

Source: In Applied Soft Computing January 2025 169

Clustering-Guided Automatic Generation of Algorithms for the Multidimensional Knapsack Problem

Authors: Cristian Inzulza, Caio Bezares, Franco Cornejo, Victor Parada

Source: Machine Learning and Knowledge Extraction ; Volume 7 ; Issue 4 ; Pages: 144

Subject Terms: multidimensional knapsack problem, master optimization problem, automated algorithm design, genetic programming, evolutionary computation, instance clustering, feature-based instance characterization

File Description: application/pdf

Relation: https://dx.doi.org/10.3390/make7040144

Availability: https://doi.org/10.3390/make7040144

A hierarchical reinforcement learning-aware hyper-heuristic algorithm with fitness landscape analysis

Authors: Zhu, Ningning ^a, Zhao, Fuqing ^{a, ⁎}, Yu, Yang ^b, Wang, Ling ^c

Source: In Swarm and Evolutionary Computation October 2024 90

Automatic Knowledge Graph matching via Self-adaptive Designed Genetic Programming

Authors: Xue, Xingsi

Source: In Knowledge-Based Systems 7 June 2024 293

Differential evolution ensemble designer

Authors: M.T., Indu, C., Shunmuga Velayutham ^⁎

Source: In Expert Systems With Applications 15 March 2024 238 Part C

Automated design of local search algorithms: Predicting algorithmic components with LSTM

Authors: Meng, Weiyao ^⁎, Qu, Rong

Source: In Expert Systems With Applications 1 March 2024 237 Part A