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cs.AI2026
End-to-End Latency-Minimizing and Load-Balanced Request Scheduling for Edge LLM Inference in Agentic AI Services
Zhen Li, Jun Cai, Haoran Gao +2
Large language model (LLM)-powered agentic AI services increasingly demand low-latency inference, motivating the deployment of LLMs across distributed edge servers. However, hetero…
cs.AI2026
From State Synchronization to Cognitive Self-Evolution: An Operational Architecture for Cognitive Digital Twins
Haoran Gao, An Li, Zhen Li +1
As Digital Twin (DT) systems evolve beyond state synchronization toward task-oriented and knowledge-driven operation, Cognitive Digital Twins (CDTs) have emerged as an extension th…