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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

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Claire J. Tomlin

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#machine learning Preprint Oct 2026

ATLAS-AL: Adaptive Trust-Region for Latent Adversarial Searches via Active Learning

Security evaluation of learning-based systems requires more than just testing the system against a fixed collection of attacks. It requires adaptive mechanisms that can efficiently discover \textit{sets} of inputs that induce model failure. We introduce ATLAS (Adaptive Trust-Regions for Latent Adversarial Searches), wh...

Marsalis T. Gibson, Claire J. Tomlin, S. Sastry · 0 citations

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