Towards robust explainability of deep neural networks against attribution attacks

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...

Full description

Bibliographic Details
Main Author: Wang, Fan
Other Authors: Kong Wai-Kin, Adams
Format: Thesis-Doctor of Philosophy
Language:English
Published: Nanyang Technological University 2024
Subjects:
Online Access:https://hdl.handle.net/10356/175394