Towards robust explainability of deep neural networks against attribution attacks

• 主要作者: Wang, Fan
• 其他作者: Kong Wai-Kin, Adams
• 格式: Thesis-Doctor of Philosophy
• 語言: English
• 出版: Nanyang Technological University 2024
• 主題: Computer and Information Science; Mathematical Sciences; Trustworthy machine learning
• 在線閱讀: https://hdl.handle.net/10356/175394
• 機構: 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...