Author

Zhen Li

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#artificial intelligence Preprint Sep 2026

End-to-End Latency-Minimizing and Load-Balanced Request Scheduling for Edge LLM Inference in Agentic AI Services

An online request scheduling framework for edge LLM inference that jointly minimizes long-term average end-to-end latency and regulates workload distribution across heterogeneous edge servers is investigated and the LYREO approach, a cross-slot inference model that captures transmission, prefill, iteration-level decodi...

Zhen Li, Jun Cai, Hao-Ran Gao et al. · 0 citations

#artificial intelligence Open access Sep 2026

From State Synchronization to Cognitive Self-Evolution: An Operational Architecture for Cognitive Digital Twins

This paper proposes a four-layer CDT architecture consisting of the physical layer, digital-twin layer, cognitive layer, and task layer, and establishes a self-evolving closed operational loop spanning these four layers, in which physical states are synchronized into digital representations.

Hao-Ran Gao, An-Qi Li, Zhen Li et al. · IEEE Network · 0 citations