Adversarial Machine Learning: Attack Surfaces, Defence Mechanisms, Learning Theories in Artificial Intelligence

by Bo Liu, Aneesh Sreevallabh Chivukula, Xinghao Yang

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,...

• Format: Paperback
• Language: English
• ISBN: 303099774X
• ISBN13: 9783030997748
• Release Date: March 2024
• Publisher: Springer
• Length: 302 Pages