Towards deep neural networks robust to adversarial examples

• Main Author: Matyasko, Alexander
• Other Authors: Lap-Pui Chau
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2020
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision; Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
• Online Access: https://hdl.handle.net/10356/143316
• Institution: Nanyang Technological University

Deep learning has become the dominant approach for any problem where learning from data is necessary, e.g. recognizing objects, understanding natural language. If the data is the "nail", then deep learning is the "hammer". Nevertheless, state-of-the-art deep neural networks are p...