Efficient workflow scheduling using an improved multi-objective memetic algorithm in cloud-edge-end collaborative framework

Abstract With the rapid advancement of large-scale model technologies, AI agent frameworks built on foundation models have become a central focus of artificial-intelligence research. In cloud-edge-end collaborative computing frameworks, efficient workflow scheduling is essential to reducing both ser...

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Bibliographic Details
Main Authors: Guangzhang Cui, Wei Zhang, Weiwei Xu, Hujun Bao
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-08691-y
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