no code implementations • 22 Jan 2019 • Di Li, Danilo Vasconcellos Vargas, Sakurai Kouichi
Here, we go beyond attacks to investigate, for the first time, universal rules, i. e., rules that are sample agnostic and therefore could turn any text sample in an adversarial one.
6 code implementations • 24 Oct 2017 • Jiawei Su, Danilo Vasconcellos Vargas, Sakurai Kouichi
The results show that 67. 97% of the natural images in Kaggle CIFAR-10 test dataset and 16. 04% of the ImageNet (ILSVRC 2012) test images can be perturbed to at least one target class by modifying just one pixel with 74. 03% and 22. 91% confidence on average.