NUDIF: A Non-Uniform Deployment Framework for Distributed Inference in Heterogeneous Edge Clusters

Distributed inference in resource-constrained heterogeneous edge clusters is fundamentally limited by disparities in device capabilities and load imbalance issues. Existing methods predominantly focus on optimizing single-pipeline allocation schemes for partitioned sub-models. However, such approach...

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Bibliographic Details
Main Authors: Peng Li, Chen Qing, Hao Liu
Format: Article
Language:English
Published: MDPI AG 2025-04-01
Series:Future Internet
Subjects:
Online Access:https://www.mdpi.com/1999-5903/17/4/168
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