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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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Shanshan Wu

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#artificial intelligence Feb 2026

MAPLE: Metadata Augmented Private Language Evolution

Metadata Augmented Private Language Evolution (MAPLE) extracts DP tabular metadata and uses in-context learning to firmly ground the initial synthetic distribution in the target domain, and yields a strictly better privacy-utility trade-off.

Eli Chien, Yuzheng Hu, Ryan McKenna et al. · 2 citations

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