Dr. James McCaffrey of Microsoft Research explains a generative adversarial network, a deep neural system that can be used to generate synthetic data for machine learning scenarios, such as generating ...

A generative adversarial network (GAN) is a deep neural system that can be used to generate synthetic data. GANs are most often used with image data but GANs can create any type of data. GANs are ...

We propose an unsupervised method for detecting adversarial attacks in inner layers of autoencoder (AE) networks by maximizing a non-parametric measure of anomalous node activations.