审计元宇宙需要多模态深度学习

Kritagya Upadhyay, R. Dantu, Yanyan He, Syed Badruddoja, Abiola Salau
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引用次数: 1

摘要

Metaverse集成了许多不同的技术,如区块链、人工智能、边缘计算、虚拟现实等,在虚拟环境中模拟物理世界,使用代表个人的全息图和化身。由于各种科技公司提出了这项技术可以提供的令人兴奋和有前途的功能,虚拟世界仍处于早期发展阶段。尽管这可以给用户带来很多好处,但为了能够发挥其潜力,需要仔细解决数字基础设施和资产的安全性问题。在本文中,我们介绍了元宇宙及其包含的技术集合。我们详细介绍了需要多模态深度学习的元宇宙的集成审计方法,该方法还结合了基于区块链的智能合约。我们注意识别分散的元世界中的主要安全威胁和漏洞,在我们看来,这可能会阻碍元世界的成功。最后,我们提出了针对所讨论的安全威胁的缓解策略,通过集成的多模态深度学习和智能合约审计来解决元宇宙中存在的安全漏洞。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Auditing Metaverse Requires Multimodal Deep Learning
Metaverse is an integration of many different technologies like blockchain, AI, edge computing, virtual reality, and many more, simulating the physical world in a virtual environment with holograms and avatars representing individuals. The metaverse is still in the early developmental stages as various tech companies propose exciting and promising features the technology can offer. Despite the plethora of benefits, this can bring to its users, for it to be able to achieve its potential, the security of the digital infrastructure and assets needs to be carefully addressed. In this paper, we present the metaverse and the collection of technologies it comprises. We focus on the integrated auditing methodology of the metaverse in detail that requires multimodal deep learning, which incorporates blockchain-based smart contracts as well. We provide attention to identifying major security threats and vulnerabilities in the decentralized metaverse, which, in our opinion, may hinder the success of the metaverse. Finally, we conclude by proposing mitigation strategies for the discussed security threats via integrated multimodal deep learning and smart contract audit for the presented security vulnerabilities for the metaverse.
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