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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

Author

Zhi-Wei Shen

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Open access Aug 2026

MambaUNet: An Efficient U-Shaped State-Space Network for Underwater Image Enhancement

Underwater images are frequently degraded by wavelength-dependent absorption and scattering, resulting in color casts, low contrast, blurred textures, and loss of structural details. Existing enhancement networks may struggle to balance global context modeling, local detail recovery, and computational efficiency. To ad...

Yuhui Lin, Zhi-Wei Shen, Chao-Peng Li et al. · 0 citations
Open access Aug 2026

GME-Init: Gamma-Moment Equalization for LoRA Initialization in Parameter-Efficient Fine-Tuning

Gamma-Moment Equalization Initialization (GME-Init) is proposed, a data-aware asymmetric LoRA initialization method based on output-moment calibration that consistently improves standard LoRA and selected LoRA-style methods across the evaluated text understanding and multimodal tasks.

Yuhui Lin, Chao-Peng Li, Zhi-Wei Shen et al. · 0 citations

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