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Enhancing Pareto Set Learning with evolutionary multi-objective optimization

delete2026-03-03
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PRE
AI
K
Ke Shang *
Y
Yu Wang
Z
Zexuan Zhu
H
Hisao Ishibuchi
DOI:10.1016/j.swevo.2026.102346delete
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Abstract

Abstract

En 中文
• Hybrid EMOA pre-training and PSL for accurate Pareto set learning. • Convergence-driven allocation shifts from EMOA to PSL adaptively. • Outperforms pure PSL under equal evaluation budgets.
Keywords:
Pareto set learning
Evolutionary multi-objective optimization
Real-world problem

Journal

Swarm and Evolutionary Computation cover
Swarm and Evolutionary Computation
IF:
8.5
Papers:
2.1K
Citations:
1.0W

Organization

S
shenzhen university
Scholars:
4.5W
Papers: 3.4W
Citations: 72
S
southern university of science and technology
Scholars:
4.0K
Papers: 1.5K
Citations: 0