Natural robustness of machine learning in the open world

• Main Author: Wei, Hongxin
• Other Authors: Bo An
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/166625
• Institution: Nanyang Technological University

Modern machine learning techniques have demonstrated their excellent capabilities in many areas. Despite the human-surpassing performance in experimental settings, many researches have revealed the vulnerability of machine learning models caused by the violation of fundamental assumptions in real-wo...