Artificial Intelligence-Based Cybersecurity for the Metaverse: Research Challenges and Opportunities

被引:9
作者
Awadallah, Abeer [1 ]
Eledlebi, Khouloud [1 ]
Zemerly, Mohamed Jamal [1 ]
Puthal, Deepak [2 ]
Damiani, Ernesto [1 ]
Taha, Kamal [1 ]
Kim, Tae-Yeon [3 ]
Yoo, Paul D. [4 ]
Choo, Kim-Kwang Raymond [5 ]
Yim, Man-Sung [6 ]
Yeun, Chan Yeob [1 ]
机构
[1] Khalifa Univ, Dept Elect Engn & Comp Sci, Abu Dhabi, U Arab Emirates
[2] Indian Inst Management Bodh Gaya, IT Syst & Analyt, Bodh Gaya 824234, India
[3] Khalifa Univ, Civil & Environm Engn Dept, Abu Dhabi, U Arab Emirates
[4] Univ London, Dept Comp Sci & Informat Syst, London, England
[5] Univ Texas San Antonio, Dept Informat Syst & Cyber Secur, San Antonio, TX 78249 USA
[6] Korea Adv Inst Sci & Technol, Dept Nucl & Quantum Engn, Daejeon, South Korea
关键词
Metaverse; Computer security; Artificial intelligence; Surveys; Security; Reviews; Privacy; biometrics; continuous authentication; cybersecurity; digital twins; intrusion detection; metaverse; multimodality; NFTs; BIOMETRIC AUTHENTICATION; BLOCKCHAIN TECHNOLOGIES; INTRUSION DETECTION; ECG AUTHENTICATION; HEALTH-CARE; SECURITY; INTERNET; ISSUES; FRAMEWORK; SYSTEMS;
D O I
10.1109/COMST.2024.3442475
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The metaverse, known as the next-generation 3D Internet, represents virtual environments that mirror the physical world. It is supported by innovative technologies such as digital twins and extended reality (XR), which elevate user experiences across various fields. However, the metaverse also introduces significant cybersecurity and privacy challenges that remain underexplored. Due to its complex multi-tech infrastructure, the metaverse requires sophisticated, automated, and intelligent cybersecurity measures to mitigate emerging threats effectively. Therefore, this paper is the first to explore Artificial Intelligence (AI)-driven cybersecurity techniques for the metaverse, examining academic and industrial perspectives. First, we provide an overview of the metaverse, presenting a detailed system model, diverse use cases, and insights into its current industrial status. We then present attack models and cybersecurity threats derived from the unique characteristics and technologies of the metaverse. Next, we review AI-driven cybersecurity solutions based on three critical aspects: User authentication, intrusion detection systems (IDS), and the security of digital assets, specifically for Blockchain and Non-fungible Tokens (NFTs). Finally, we highlight challenges and suggest future research opportunities to enhance metaverse security, privacy, and digital asset transactions.
引用
收藏
页码:1008 / 1052
页数:45
相关论文
共 287 条
[21]  
Apruzzese G, 2018, INT CONF CYBER CONFL, P371, DOI 10.23919/CYCON.2018.8405026
[22]   A Comprehensive Survey for Privacy-Preserving Biometrics: Recent Approaches, Challenges, and Future Directions [J].
Arman, Shahriar Md ;
Yang, Tao ;
Shahed, Shahadat ;
Al Mazroa, Alanoud ;
Attiah, Afraa ;
Mohaisen, Linda .
CMC-COMPUTERS MATERIALS & CONTINUA, 2024, 78 (02) :2087-2110
[23]   Challenges and opportunities in biometric security: A survey [J].
Arora, Shefali ;
Bhatia, M. P. S. .
INFORMATION SECURITY JOURNAL, 2022, 31 (01) :28-48
[24]   ECG Authentication for Mobile Devices [J].
Arteaga-Falconi, Juan Sebastian ;
Al Osman, Hussein ;
El Saddik, Abdulmotaleb .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2016, 65 (03) :591-600
[25]   A Machine Learning and Blockchain Based Efficient Fraud Detection Mechanism [J].
Ashfaq, Tehreem ;
Khalid, Rabiya ;
Yahaya, Adamu Sani ;
Aslam, Sheraz ;
Azar, Ahmad Taher ;
Alsafari, Safa ;
Hameed, Ibrahim A. .
SENSORS, 2022, 22 (19)
[26]  
Auchard E., NBC News
[27]   Edge-Enabled Metaverse: The Convergence of Metaverse and Mobile Edge Computing [J].
Aung, Nyothiri ;
Dhelim, Sahraoui ;
Chen, Liming ;
Ning, Huansheng ;
Atzori, Luigi ;
Kechadi, Tahar .
TSINGHUA SCIENCE AND TECHNOLOGY, 2024, 29 (03) :795-805
[28]  
Awadallah Abeer M., 2023, 2023 International Conference on Business Analytics for Technology and Security (ICBATS), P1, DOI 10.1109/ICBATS57792.2023.10111122
[29]  
Aware Inc. Bedford MA USA, Voice Authentication
[30]  
Baha E., 2024, P 2 INT C CYB RES IC, P1, DOI [10.1109/ICCR61006.2024.10533134, DOI 10.1109/ICCR61006.2024.10533134]