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Huan Zhou

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#edge computing Open access Sep 2026

Joint Optimization of Offloading, Phase-Shift, Trajectory and Resource Allocation in Priority-Aware IRS-Assisted UAV-MEC Systems

This paper considers task priority and integrates intelligent reflecting surface (IRS) into traditional UAV-MEC to enhance offloading efficiency and indicates that the system utility of the proposed method is dramatically higher than other benchmark schemes under different scenes.

Liang Zhao, Si-Nong Zhang, Huan Zhou et al. · 0 citations
Jul 2026

SARG-GS: semantic-augmented and residual-guided 3D Gaussian Splatting for sparse view synthesis

SARG-GS is proposed, a geometry-driven 3DGS framework tailored for sparse-view scenarios, comprising a Semantic Augmented Epipolar Fusion (SAEF) module and a Residual Guided Reprojection Compensation (RRC) module, which achieves superior structural completeness and rendering fidelity with as few as three input views.

Huan Zhou, Huizhi Zhu, Jiongming Qin et al. · 0 citations
2026

Hierarchical Meta-Graph Reinforcement Learning for Collaborative GenAI Model Caching and Inference Scheduling

Enabling collaborative generative AI (GenAI) inference at the network edge is challenging due to limited caching capacity, heterogeneous computing resources, and highly dynamic, latency-sensitive service demands. In this paper, we investigate the joint optimization of GenAI model caching, inference offloading, and reso...

Liang Zhao, Jing Wei, Huan Zhou et al. · 0 citations

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