Bi-stage learning adaptive multi-task optimization

Chu-Xiang Li

doi:10.1016/j.asoc.2026.116655

Bi-stage learning adaptive multi-task optimization

2026-10-20

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DOI：10.1016/j.asoc.2026.116655

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Abstract

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• Develop a mixed population transfer strategy for inter-task KT. • Design an elitist local search strategy for intra-task SE. • Propose an adaptive stage switch strategy to balance KT and SE. • Illustrate the advantages in solving multitask and many-task optimization problems.

Keywords:

Evolutionary multitask optimization (EMTO)

Bi-stage strategy

Mixed transfer strategy

Adaptive stage switch

Bi-stage learning adaptive multi-task optimization

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