Metaverse is expected to emerge as a new paradigm for the next-generation Internet, providing fully immersive and personalised experiences to socialize, work, and play in self-sustaining and hyper-spatio-temporal virtual world(s). The advancements in different technologies like augmented reality, virtual reality, extended reality (XR), artificial intelligence (AI), and 5G/6G communication will be the key enablers behind the realization of AI-XR metaverse applications. While AI itself has many potential applications in the aforementioned technologies (e.g., avatar generation, network optimization, etc.), ensuring the security of AI in critical applications like AI-XR metaverse applications is profoundly crucial to avoid undesirable actions that could undermine users' privacy and safety, consequently putting their lives in danger. To this end, we attempt to analyze the security, privacy, and trustworthiness aspects associated with the use of various AI techniques in AI-XR metaverse applications. Specifically, we discuss numerous such challenges and present a taxonomy of potential solutions that could be leveraged to develop secure, private, robust, and trustworthy AI-XR applications. To highlight the real implications of AI-associated adversarial threats, we designed a metaverse-specific case study and analyzed it through the adversarial lens. Finally, we elaborate upon various open issues that require further research interest from the community.
翻译:预计将出现一种新模式,作为下一代互联网的新模式,它本身在社会化、工作以及在自我维持和超高空间时空虚拟世界中提供充分沉浸和个性化的经验。不同技术的发展,如扩大现实、虚拟现实、扩大现实(XR)、人工智能(AI)和5G/6G通信等,将是实现AI-XR逆向应用的关键推动因素。虽然大赦国际本身在上述技术(如阿凡达生成、网络优化等)中有许多潜在的应用,但确保AI在诸如AI-XR元性应用等关键应用中的安全至关重要,以避免可能损害用户隐私和安全从而使其生命处于危险之中的不良行动。为此,我们试图分析与在AI-XR逆向应用中使用各种AI技术相关的安全、隐私和可信度方面。我们讨论了许多此类挑战,并提出了可用于开发安全、私人、强大和可信赖的AI-XR元性应用的潜在解决办法的分类。在诸如AI-XR元性应用等关键应用中,确保AI-R元性应用的安全性,对于避免可能损害用户隐私和安全从而使其生命受到威胁的不良的不可取性行动至关重要。为此,我们试图分析在AI-com-resmal-resmal-com-ress上研究中设计各种威胁的真正影响。我们通过对各种对抗研究研究研究需要进一步分析。