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Hypergraph-Aided Dynamic Model Splitting in 6G-Enabled Collaborative Edge Computing with Meta Reinforcement Learning

Abstract

The rise of advanced technologies, such as 6G networks and mobile edge computing, has enabled large-scale real-time integration of distributed edge devices, opening new possibilities for collaborative intelligence applications such as immersive extended reality and autonomous drone fleets. However, the heterogeneity in device capabilities and network conditions often results in performance bottlenecks and reduced efficiency. Split Learning (SL) …

Authors

Han Q; Wang X; Shen W

Volume

00

Pagination

pp. 1335-1340

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Publication Date

June 12, 2025

DOI

10.1109/iccworkshops67674.2025.11162384

Name of conference

2025 IEEE International Conference on Communications Workshops (ICC Workshops)