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3 papers
Deep neural network loses attention to adversarial images
Shashank Kotyan, Danilo Vasconcellos Vargas
Adversarial algorithms have shown to be effective against neural networks for a variety of tasks. Some adversarial algorithms perturb all the pixels in the image minimally for the…
Perceptual Deep Neural Networks: Adversarial Robustness through Input Recreation
Danilo Vasconcellos Vargas, Bingli Liao, Takahiro Kanzaki
Adversarial examples have shown that albeit highly accurate, models learned by machines, differently from humans, have many weaknesses. However, humans' perception is also fundamen…
Continual General Chunking Problem and SyncMap
Danilo Vasconcellos Vargas, Toshitake Asabuki
Humans possess an inherent ability to chunk sequences into their constituent parts. In fact, this ability is thought to bootstrap language skills and learning of image patterns whi…