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Author

Xiao-Yang Li

3 papers indexed here

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Aug 2026

Latency-Aware Edge LLM Inference via Model Preloading and Semantic Knowledge Reuse

Deploying large language models (LLMs) at the network edge requires low-latency inference despite limited GPU memory and frequent model switching. Conventional caching strategies are ineffective because semantically similar queries may differ significantly in surface form. To address this issue, we propose a unified fr...

Sai Wang, Chang-Sheng You, Xiao-Yang Li et al. · 0 citations
Sep 2026

Hierarchical Trajectory and Offloading Optimization for Task Delay Minimization in UAV-Assisted MEC

This paper addresses the minimization problem of long-term end-to-end delay within a heterogeneous three-tier unmanned aerial vehicle (UAV)-assisted mobile edge computing network featuring two-hop forwarding. The joint optimization of sensor-node-aggregator association, access/backhaul bandwidth allocation, UAV traject...

Rui-Yi Yao, Wei-Yi Hu, Le-Heng Qi et al. · 0 citations
Sep 2026

Joint Motion Prediction and Adaptive Resource Allocation for Robust ISAC Beam Tracking

Millimeter-wave integrated sensing and communication (ISAC) roadside units need to steer narrow pencil beams toward fast-moving vehicles, and a short sensing outage can trigger a divergent tracking loop: As the tracker drifts, the beam widens, subsequent measurements degrade, and recovery becomes increasingly difficult...

Le-Heng Qi, Xiao-Yang Li, Yi Gong · 0 citations

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