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Author

Cheng Yuan

2 papers indexed here

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Preprint Sep 2026

Task-Oriented Visual Feature Compression via Residual Vector Quantization for Device-Edge Multimodal Inference

Large multimodal models (LMMs) support diverse visual understanding and reasoning tasks but are often impractical to run entirely on resource-constrained devices. Device-edge co-inference reduces device computation, yet transmitting visual data over bandwidth-limited uplinks can introduce substantial delay. Task-orient...

Lu-Ning Pang, Cheng Yuan, Jia-Wei Shao et al. · 0 citations
Preprint Sep 2026

Information Capacity of Generative Video Compression: Quantifying the Rate-Compute Exchange at Identical Quality

Under the AI Flow framework, communication networks distribute intelligence across devices, edge servers, and clouds, and computation at the receiver becomes a resource that can substitute for transmitted bits. Generative video compression (GVC) embodies this exchange by sending compact tokens with ultra-low bitrate an...

Cheng Yuan, Jia-Wei Shao, Xue-Long Li · 0 citations

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