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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Michael P. Kim

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Preprint Jul 2026

Publicly-Verifiable Certificates for Statistical Algorithms

This work defines and study a new notion: Publicly-Verifiable Certificates of Statistical Validity (pvCSVs), which allow for public, distributionally-robust certification that the result of a learning algorithm is valid.

Michael Ngo, Michael P. Kim · 0 citations

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