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

Gibson, Marsalis et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognitioncryptography-and-securitymachine-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 Adver
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