Exploratory landscape analysis on black-box optimization problems via Graph Neural Network

Most real-world optimization problems are poorly understood, some of which are black-box optimization problems (BBOPs). Exploratory landscape analysis (ELA) paves the way for algorithm design to deal with BBOPs. Existing ELA methods have limitations on unseen problems and lack analysis on the proble...

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Bibliographic Details

Published in:	Swarm and evolutionary computation Vol. 99; p. 102136
Main Authors:	Yang, Xu, Wang, Rui, Li, Kaiwen, Li, Wenhua, Zhang, Tao
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 01.12.2025
Subjects:	Automatic algorithm design Exploratory landscape analysis Graph Neural Network Multimodality Surrogate model Exploratory landscape analysis Surrogate model Multimodality Automatic algorithm design Graph Neural Network
ISSN:	2210-6502
Online Access:	Get full text
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