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Author

Mingjin Zhang

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Preprint Aug 2026

S$^2$GS: Structured Sparse Gaussian Streaming for Efficient Free-Viewpoint Video Reconstruction on Edge-IoT Devices

Structured Sparse Gaussian Streaming (S$^2$GS), an FVV reconstruction framework that exploits structure-aware temporal sparsity to selectively update Gaussian residuals, enabling efficient streaming without compromising visual fidelity is proposed.

Yiwei Li, Jian-Nong Cao, Weixun Gao et al. · 0 citations
Conference Jul 2026

Towards Edge AI Native Service Platforms: Rethinking Runtime, Deployment, and Migration

Edge AI is evolving from isolated inference toward long-running services that coordinate model pipelines, data streams, state, and accelerators near users and physical environments. Cloud-native and edge-native platforms offer useful foundations, but their primary control objects–containers, nodes, links, and enrolled...

Jiannong Cao, Zhiyuan Hu, Mingjin Zhang et al. · 0 citations

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