Applications of Transformer Attention Mechanisms in Information Security: Current Trends and Prospects | |
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Author | |
Abstract |
In this work, we present a comprehensive survey on applications of the most recent transformer architecture based on attention in information security. Our review reveals three primary areas of application: Intrusion detection, Anomaly Detection and Malware Detection. We have presented an overview of attention-based mechanisms and their application in each cybersecurity use case, and discussed open grounds for future trends in Artificial Intelligence enabled information security. |
Year of Publication |
2022
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Date Published |
oct
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URL |
https://ieeexplore.ieee.org/document/10102203
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DOI |
10.1109/AIoTCs58181.2022.00021
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Google Scholar | BibTeX | DOI |