Author

Ryan McKenna

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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. · arXiv.org · 2 citations