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Zhi-Yong Gao

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#edge computing Preprint Sep 2026

AceSpec: An Asymmetric Edge-Cloud Collaborative Framework for Communication-Efficient LLM Inference

AceSpec, an asymmetric edge-cloud collaborative framework that employs an asymmetric communication protocol that transmits minimal main-chain indices uplink and compact sparse distributions downlink and introduces a network-aware, Lagrangian-optimized resource allocation strategy that dynamically maximizes the local cache hit rate.

Yi-Da Zhang, Zhi-Yong Gao, Shuai-Bing Yue et al. · 0 citations