Backdoors Against Natural Language Processing: A Review
Shaofeng Li, Tian Dong, Benjamin Zi Hao Zhao, Minhui Xue, Suguo Du, Haojin Zhu
Abstract
Data poisoning attacks, specifically backdoor attacks, present a severe security threat in artificial intelligence. We provide a comprehensive survey into state-of-the-art backdoor attacks and defenses in the field of natural language processing.
Topics & Concepts
BackdoorComputer securityComputer scienceNatural (archaeology)Field (mathematics)State (computer science)Artificial intelligenceHistoryProgramming languageMathematicsArchaeologyPure mathematicsAdversarial Robustness in Machine LearningNetwork Security and Intrusion DetectionAdvanced Malware Detection Techniques