Towards deep neural networks robust to adversarial examples

Abstract

This thesis contains material from papers accepted at conferences in which I am listed as an author. Chapter 3 is published as Alexander Matyasko, Lap Pui Chau. Margin maximization for robust classification using deep learning. In International Joint Conference on Neural Networks (IJCNN). 300-307 (2017).