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Discovering Natural Transformation Vulnerabilities in Black-Box Vision Models

Song, Dongsu et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognition
Natural adversarial examples (NAEs) reveal that vision models can fail under realistic semantic changes beyond norm-bounded perturbations. However, generating NAEs in a black-box setting remains challenging because existing generative attacks often rely on surrogate models, learned attack priors, or
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