AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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It is demonstrated that model selection, retrieval behaviour, and hardware limits must be evaluated separately when deploying open-weight LLMs for Turkish domain documents.
A Hierarchical Adaptive Interaction Modulation Network (HAIMNet) designed for LLIE is proposed, which decouples luminance and chromaticity in the Horizontal/Vertical-Intensity color space, and enhances luminance-texture consistency through an inter-branch attention-modulation block (IAMB).
DC-FEN, a MobileNetV3-based design that models spatial-token relations and channel interactions in parallel and injects them through gated residual fusion is introduced and shows that adding intermediate transfer constraints does not guarantee a stronger student.
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