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Nasif Fahmid Prangon

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ToCo-Split: Topology-Constrained Communication for Efficient Split Learning in Edge Intelligence

This paper explores how structured topology can approximate full client-side coordination through decentralized communication among neighboring nodes and further examines how topology, workload, and non-IID data affect communication and learning efficiency in edge environments.

Nasif Fahmid Prangon, Jie Wu · 0 citations