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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Yun-Xin Liu

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#large language models Nov 2026

Efficient VLM Inference System With LoRA Adapters at the Edge

Vision Language Models (VLMs) extend large language models with visual perception, enabling complex vision tasks at the edge. Low-rank adaptation (LoRA) adapters offer a lightweight method to inject domain-specific knowledge into a shared base VLM, making them attractive for edge serving where concurrent mobile clients...

Wei-Jun Wang, Liang Mi, Jing-Han Chen et al. · 0 citations
#large language models Nov 2026

DWI: Efficient On-Device LLM Decoding Through Dynamic Width Selection on Nested Models

Deploying large language models (LLMs) on resource-constrained mobile devices remains a significant challenge due to memory limitations and high I/O overhead. While existing dynamic sparsity methods reduce computation costs, they often suffer from inefficient loading patterns that degrade I/O throughput. To address thi...

Wei-Ning Chen, Yong-Heng Deng, Xiang Wang et al. · 0 citations

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