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Vulnerability of machine learning models to adversarial examples

by Petra Vidnerová , Roman Neruda
"... Abstract: We propose a genetic algorithm for generating adversarial examples for machine learning models. Such approach is able to find adversarial examples without the access to model's parameters. Different models are tested, including both deep and shallow neural networks architectures. We ..."
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Abstract: We propose a genetic algorithm for generating adversarial examples for machine learning models. Such approach is able to find adversarial examples without the access to model's parameters. Different models are tested, including both deep and shallow neural networks architectures. We

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by Adam C. Polak, Prof Marco, F. Duarte, Prof Robert, W. Jackson, Prof Brian, N. Levine, Prof C. V. Hollot, Department Chair , 2014
"... This Open Access Dissertation is brought to you for free and open access by the Dissertations and Theses at ScholarWorks@UMass Amherst. It has ..."
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This Open Access Dissertation is brought to you for free and open access by the Dissertations and Theses at ScholarWorks@UMass Amherst. It has
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