Adversarial Machine Learning

Attack Surfaces, Defence Mechanisms, Learning Theories in Artificial Intelligence

af Aneesh Sreevallabh Chivukula

A critical challenge in deep learning is the vulnerability of deep learning networks to security attacks from intelligent cyber adversaries. Even innocuous perturbations to the training data can be used to manipulate the behaviour of deep networks in unintended ways. In this book, we review the latest developments in adversarial attack technologies in computer vision; natural language processing; and cybersecurity with regard to multidimensional, textual and image data, sequence data, and tempor... (Læs mere)