AI-Assisted Authentication: State of the Art, Taxonomy and Future Roadmap
It addresses the need for a systematic overview of AI-assisted authentication for researchers and practitioners, but it is incremental as it builds on existing surveys by focusing specifically on AI roles.
The paper provides a comprehensive survey of AI applications in authentication, covering scenarios like facial recognition and keystroke dynamics, to offer a high-level understanding and guide future research.
Artificial Intelligence (AI) has found its applications in a variety of environments ranging from data science to cybersecurity. AI helps break through the limitations of traditional algorithms and provides more efficient and flexible methods for solving problems. In this paper, we focus on the applications of artificial intelligence in authentication, which is used in a wide range of scenarios including facial recognition to access buildings, keystroke dynamics to unlock smartphones. With the emerging AI-assisted authentication schemes, our comprehensive survey provides an overall understanding on a high level, which paves the way for future research in this area. In contrast to other relevant surveys, our research is the first of its kind to focus on the roles of AI in authentication.