Towards robust explainability of deep neural networks against attribution attacks

• Main Author: Wang, Fan
• Other Authors: Kong Wai-Kin, Adams
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; Mathematical Sciences; Trustworthy machine learning
• Online Access: https://hdl.handle.net/10356/175394
• Institution: Nanyang Technological University

Deep learning techniques have been rapidly developed and widely applied in various fields. However, the black-box nature of deep neural networks (DNNs) makes it difficult to understand their decision-making process, giving rise to the field of explainable artificial intelligence (XAI). Attribution m...