Adversarial attacks and defenses in natural language processing

• 主要作者: Dong, Xinshuai
• 其他作者: Luu Anh Tuan
• 格式: Thesis-Master by Research
• 語言: English
• 出版: Nanyang Technological University 2022
• 主題: Engineering::Computer science and engineering
• 在線閱讀: https://hdl.handle.net/10356/159029

Deep neural networks (DNNs) are becoming increasingly successful in many fields. However, DNNs are shown to be strikingly susceptible to adversarial examples. For instance, models pre-trained on very large corpora can still be easily fooled by word substitution attacks using only synonyms. This ph...