When 5G Security Meets Natural Language Processing: Challenges and Future Pathways

The recent development and usage prevalence of mobile telecommunication protocols comes with the need for more effective and efficient research on cellular network security. Recent approaches have started to focus on utilizing 3GPP documents analysis with Natural Language Processing (NLP) algorithms to uncover potential weaknesses at the architecture and design level. This promising method can both significantly reduce the amount of labor needed to conduct security research and provide researchers with the root causes of security vulnerabilities. This paper provides a survey of recent NLP-based approaches for security enhancements and vulnerability discovery in 3GPP-defined network protocols. From the insights gained, this paper proposes how NLP can be further applied to security research for 5G protocol, and what the challenges coming along with that approach are.

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Publication Details

Published
2024-10-09
DOI
https://doi.org/10.1109/cama62287.2024.10986050
Primary Topic
DNA and Biological Computing
Type
article
Field-Weighted Citation Impact
0.00
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article

When 5G Security Meets Natural Language Processing: Challenges and Future Pathways

Huy‐Trung Nguyen, Ngoc Hung Nguyen, Nguyen Ky Dao, Trinh Quoc Bao
DNA and Biological Computing
article

When 5G Security Meets Natural Language Processing: Challenges and Future Pathways

Huy‐Trung Nguyen, Ngoc Hung Nguyen, Nguyen Ky Dao, Trinh Quoc Bao
article en

Abstract

The recent development and usage prevalence of mobile telecommunication protocols comes with the need for more effective and efficient research on cellular network security. Recent approaches have started to focus on utilizing 3GPP documents analysis with Natural Language Processing (NLP) algorithms to uncover potential weaknesses at the architecture and design level. This promising method can both significantly reduce the amount of labor needed to conduct security research and provide researchers with the root causes of security vulnerabilities. This paper provides a survey of recent NLP-based approaches for security enhancements and vulnerability discovery in 3GPP-defined network protocols. From the insights gained, this paper proposes how NLP can be further applied to security research for 5G protocol, and what the challenges coming along with that approach are.

Vietnam Posts and Telecommunications Group (Vietnam) (VN), Vietnam Academy of Science and Technology (VN)
Quality Education
Openalex Percentile: Top 77%
DNA and Biological Computing
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