mlsanityData to 7 Oct 2026

A Survey on Metaverse: Fundamentals, Security, and Privacy

arXiv 2203.02662 ↗First posted 5 Mar 2022cs.CRcited by 51

Not on the map. Why?

Abstract (arXiv)

Metaverse, as an evolving paradigm of the next-generation Internet, aims to build a fully immersive, hyper spatiotemporal, and self-sustaining virtual shared space for humans to play, work, and socialize. Driven by recent advances in emerging technologies such as extended reality, artificial intelligence, and blockchain, metaverse is stepping from science fiction to an upcoming reality. However, severe privacy invasions and security breaches (inherited from underlying technologies or emerged in the new digital ecology) of metaverse can impede its wide deployment. At the same time, a series of fundamental challenges (e.g., scalability and interoperability) can arise in metaverse security provisioning owing to the intrinsic characteristics of metaverse, such as immersive realism, hyper spatiotemporality, sustainability, and heterogeneity. In this paper, we present a comprehensive survey of the fundamentals, security, and privacy of metaverse. Specifically, we first investigate a novel distributed metaverse architecture and its key characteristics with ternary-world interactions. Then, we discuss the security and privacy threats, present the critical challenges of metaverse systems, and review the state-of-the-art countermeasures. Finally, we draw open research directions for building future metaverse systems.

Key facts. Cited by 51 papers in the map (data through 7 Oct 2026). First posted on arXiv 5 Mar 2022.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2022: 9; 2023: 18; 2024: 11; 2025: 9; 2026: 4.

51 papers.

Sort:

By area:

  1. 2023A Survey on ChatGPT: AI-Generated Contents, Challenges, and Solutionscited by 34
  2. 2023The Age of Synthetic Realities: Challenges and Opportunitiescited by 15
  3. 2023Blockchain-empowered Federated Learning for Healthcare Metaverses: User-centric Incentive Mechanism with Optimal Data Freshnesscited by 15
  4. 2022Metaverse for Healthcare: A Survey on Potential Applications, Challenges and Future Directionscited by 11
  5. 2023ImMesh: An Immediate LiDAR Localization and Meshing Frameworkcited by 11
  6. 2022AI and 6G into the Metaverse: Fundamentals, Challenges and Future Research Trendscited by 8
  7. 2023Deepfake in the Metaverse: Security Implications for Virtual Gaming, Meetings, and Officescited by 8
  8. 2025GS-SDF: LiDAR-Augmented Gaussian Splatting and Neural SDF for Geometrically Consistent Rendering and Reconstructioncited by 8
  9. 2024Hybrid-Generative Diffusion Models for Attack-Oriented Twin Migration in Vehicular Metaversescited by 7
  10. 2024Fancy123: One Image to High-Quality 3D Mesh Generation via Plug-and-Play Deformationcited by 7
  11. 2023The Seven Worlds and Experiences of the Wireless Metaverse: Challenges and Opportunitiescited by 6
  12. 2022Edge-enabled Metaverse: The Convergence of Metaverse and Mobile Edge Computingcited by 5
38 more
  1. 2023Towards Ubiquitous Semantic Metaverse: Challenges, Approaches, and Opportunitiescited by 4
  2. 2023Artificial Intelligence for Web 3.0: A Comprehensive Surveycited by 4
  3. 2024Blockchain-based Pseudonym Management for Vehicle Twin Migrations in Vehicular Edge Metaversecited by 4
  4. 2022Mobile Edge Computing, Metaverse, 6G Wireless Communications, Artificial Intelligence, and Blockchain: Survey and Their Convergencecited by 3
  5. 2022Secure and Trustworthy Artificial Intelligence-Extended Reality (AI-XR) for Metaversescited by 3
  6. 2022Mobile Augmented Reality with Federated Learning in the Metaversecited by 3
  7. 2023Metaverse: Requirements, Architecture, Standards, Status, Challenges, and Perspectivescited by 3
  8. 2023Federated Learning for Metaverse: A Surveycited by 3
  9. 2023The Metaverse: Survey, Trends, Novel Pipeline Ecosystem & Future Directionscited by 3
  10. 2023Privacy Preservation in Artificial Intelligence and Extended Reality (AI-XR) Metaverses: A Surveycited by 3
  11. 2023Human-Centric Resource Allocation for the Metaverse With Multiaccess Edge Computingcited by 3
  12. 2024PointDreamer: Zero-shot 3D Textured Mesh Reconstruction from Colored Point Cloudcited by 3
  13. 2024Neural Surface Reconstruction and Rendering for LiDAR-Visual Systemscited by 3
  14. 2024Federated Prompt-based Decision Transformer for Customized VR Services in Mobile Edge Computing Systemcited by 2
  15. 2024ESP-PCT: Enhanced VR Semantic Performance through Efficient Compression of Temporal and Spatial Redundancies in Point Cloud Transformerscited by 2
  16. 2024Two-Timescale Model Caching and Resource Allocation for Edge-Enabled AI-Generated Content Servicescited by 2
  17. 2025Securing Virtual Reality Experiences: Unveiling and Tackling Cybersickness Attacks with Explainable AIcited by 2
  18. 2023Intelligence-Endogenous Management Platform for Computing and Network Convergencecited by 1
  19. 2023Metaverse: A Vision, Architectural Elements, and Future Directions for Scalable and Realtime Virtual Worldscited by 1
  20. 2025Exploiting Vulnerabilities in Speech Translation Systems through Targeted Adversarial Attackscited by 1
  21. 2022The Metaverse Data Deluge: What Can We Do About It?cited by 0
  22. 2022ML-powered KQI estimation for XR services. A case study on 360-Videocited by 0
  23. 2022Need of 6G for the Metaverse Realizationcited by 0
  24. 2023Virtual Reality in Metaverse over Wireless Networks with User-centered Deep Reinforcement Learningcited by 0
  25. 2023Visually Wired NFTs: Exploring the Role of Inspiration in Non-Fungible Tokenscited by 0
  26. 2023Constructing Word-Context-Coupled Space Aligned with Associative Knowledge Relations for Interpretable Language Modelingcited by 0
  27. 2024Uncovering the Metaverse within Everyday Environments: a Coarse-to-Fine Approachcited by 0
  28. 2024Metaverse Survey & Tutorial: Exploring Key Requirements, Technologies, Standards, Applications, Challenges, and Perspectivescited by 0
  29. 2024MetaTrading: An Immersion-Aware Model Trading Framework for Vehicular Metaverse Servicescited by 0
  30. 2025Protego: Detecting Adversarial Examples for Vision Transformers via Intrinsic Capabilitiescited by 0
  31. 2025A Multi-Agent DRL-Based Framework for Optimal Resource Allocation and Twin Migration in the Multi-Tier Vehicular Metaversecited by 0
  32. 2025Clustering and analysis of user behaviour in blockchain: A case study of Planet IXcited by 0
  33. 2025AsynFusion: Towards Asynchronous Latent Consistency Models for Decoupled Whole-Body Audio-Driven Avatarscited by 0
  34. 2025Adaptive Social Metaverse Streaming based on Federated Multi-Agent Deep Reinforcement Learningcited by 0
  35. 2025MetaFed: Advancing Privacy, Performance, and Sustainability in Federated Metaverse Systemscited by 0
  36. 2026Towards Geometry-Aware and Motion-Guided Video Human Mesh Recoverycited by 0
  37. 2026A Survey on Semantic Communication for Vision: Categories, Frameworks, Enabling Techniques, and Applicationscited by 0
  38. 2026Ocular Verification for Virtual Realitycited by 0

50 most cited of 51 All 51 (JSON)