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Gradient Masking Is a Type of Overfitting
2018
International Journal of Machine Learning and Computing
Neural networks have recently been attracting attention again as classifiers with high accuracy, so called "deep learning," which is applied in a wide variety of fields. However, this advanced machine learning algorithms are vulnerable to adversarial perturbations. Although they cannot be recognized by humans, these perturbations deliver a fatal blow to the estimation ability of classifiers. Thus, while humans perceive perturbed examples as being the same as the original natural examples,
doi:10.18178/ijmlc.2018.8.3.688
fatcat:lkrvvddmvbhafd35y3uf4dbowe