A multi-objective hierarchical aggregation optimization algorithm for dynamic network structures in federated learning

Wubin Ma

doi:10.1016/j.swevo.2025.102231

A multi-objective hierarchical aggregation optimization algorithm for dynamic network structures in federated learning

2025-11-24

0

PRE

AI

Martha Arbayani Zaidan

DOI：10.1016/j.swevo.2025.102231

Original

Original request for help

Save

Abstract

En 中文

• Propose MOFedHA algorithm for dynamic-network multi-objective FL • Improve NSGA-III via good point set initialization • Hierarchical aggregation mechanism improves optimization efficiency

Keywords:

Multi-objective optimization

Data heterogeneity

Dynamic network

Hierarchical aggregation

A multi-objective hierarchical aggregation optimization algorithm for dynamic network structures in federated learning

Abstract

Journal

Organization

Cited Papers