A learning and masking approach to secure learning

• Main Authors: NGUYEN, Linh, WANG, Sky, SINHA, Arunesh
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2018
• Subjects: adversarial examples; robust learning; Databases and Information Systems; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/4793; https://ink.library.smu.edu.sg/context/sis_research/article/5796/viewcontent/1709.04447.pdf
• Institution: Singapore Management University

Deep Neural Networks (DNNs) have been shown to be vulnerable against adversarial examples, which are data points cleverly constructed to fool the classifier. Such attacks can be devastating in practice, especially as DNNs are being applied to ever increasing critical tasks like image recognition in...