6G-enabled Edge AI for Metaverse: Challenges, Methods, and Future Research Directions
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Abstract (arXiv)
6G-enabled edge intelligence opens up a new era of Internet of Everything and makes it possible to interconnect people-devices-cloud anytime, anywhere. More and more next-generation wireless network smart service applications are changing our way of life and improving our quality of life. As the hottest new form of next-generation Internet applications, Metaverse is striving to connect billions of users and create a shared world where virtual and reality merge. However, limited by resources, computing power, and sensory devices, Metaverse is still far from realizing its full vision of immersion, materialization, and interoperability. To this end, this survey aims to realize this vision through the organic integration of 6G-enabled edge AI and Metaverse. Specifically, we first introduce three new types of edge-Metaverse architectures that use 6G-enabled edge AI to solve resource and computing constraints in Metaverse. Then we summarize technical challenges that these architectures face in Metaverse and the existing solutions. Furthermore, we explore how the edge-Metaverse architecture technology helps Metaverse to interact and share digital data. Finally, we discuss future research directions to realize the true vision of Metaverse with 6G-enabled edge AI.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 13 Apr 2022.
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Citing papers per year: 2022: 6; 2023: 3; 2024: 2; 2025: 2.
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- 2022Trustworthy Federated Learning via Blockchaincited by 15
- 2022HFedMS: Heterogeneous Federated Learning with Memorable Data Semantics in Industrial Metaversecited by 14
- 2022Metaverse for Healthcare: A Survey on Potential Applications, Challenges and Future Directionscited by 11
- 2023Multi-Agent Deep Reinforcement Learning for Dynamic Avatar Migration in AIoT-enabled Vehicular Metaverses with Trajectory Predictioncited by 10
- 2022AI and 6G into the Metaverse: Fundamentals, Challenges and Future Research Trendscited by 8
- 2023Decentralized Quantum Federated Learning for Metaverse: Analysis, Design and Implementationcited by 5
- 2025RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNetcited by 5
- 2022Mobile Edge Computing, Metaverse, 6G Wireless Communications, Artificial Intelligence, and Blockchain: Survey and Their Convergencecited by 3
- 2023The Metaverse: Survey, Trends, Novel Pipeline Ecosystem & Future Directionscited by 3
- 2022Need of 6G for the Metaverse Realizationcited by 0
- 2024Metaverse Survey & Tutorial: Exploring Key Requirements, Technologies, Standards, Applications, Challenges, and Perspectivescited by 0
- 2024Continuous-Time Digital Twin with Analogue Memristive Neural Ordinary Differential Equation Solvercited by 0
- 2025RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet28 Jul 2025
- 2025Semantic Communication-Enabled Cloud-Edge-End-collaborative Metaverse Services Architecure8 Mar 2025
- 2024Continuous-Time Digital Twin with Analogue Memristive Neural Ordinary Differential Equation Solver12 Jun 2024
- 2024Metaverse Survey & Tutorial: Exploring Key Requirements, Technologies, Standards, Applications, Challenges, and Perspectives7 May 2024
- 2023Multi-Agent Deep Reinforcement Learning for Dynamic Avatar Migration in AIoT-enabled Vehicular Metaverses with Trajectory Prediction26 Jun 2023
- 2023Decentralized Quantum Federated Learning for Metaverse: Analysis, Design and Implementation20 Jun 2023
- 2023The Metaverse: Survey, Trends, Novel Pipeline Ecosystem & Future Directions18 Apr 2023
- 2022Need of 6G for the Metaverse Realization28 Dec 2022
- 2022HFedMS: Heterogeneous Federated Learning with Memorable Data Semantics in Industrial Metaverse7 Nov 2022
- 2022Mobile Edge Computing, Metaverse, 6G Wireless Communications, Artificial Intelligence, and Blockchain: Survey and Their Convergence28 Sep 2022
- 2022Metaverse for Healthcare: A Survey on Potential Applications, Challenges and Future Directions9 Sep 2022
- 2022AI and 6G into the Metaverse: Fundamentals, Challenges and Future Research Trends23 Aug 2022
1 more
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- 2022Trustworthy Federated Learning via Blockchaincited by 15
- 2022HFedMS: Heterogeneous Federated Learning with Memorable Data Semantics in Industrial Metaversecited by 14
- 2022Metaverse for Healthcare: A Survey on Potential Applications, Challenges and Future Directionscited by 11
- 2023Multi-Agent Deep Reinforcement Learning for Dynamic Avatar Migration in AIoT-enabled Vehicular Metaverses with Trajectory Predictioncited by 10
- 2022AI and 6G into the Metaverse: Fundamentals, Challenges and Future Research Trendscited by 8
- 2023Decentralized Quantum Federated Learning for Metaverse: Analysis, Design and Implementationcited by 5
- 2022Mobile Edge Computing, Metaverse, 6G Wireless Communications, Artificial Intelligence, and Blockchain: Survey and Their Convergencecited by 3
- 2023The Metaverse: Survey, Trends, Novel Pipeline Ecosystem & Future Directionscited by 3
- 2022Need of 6G for the Metaverse Realizationcited by 0
- 2024Metaverse Survey & Tutorial: Exploring Key Requirements, Technologies, Standards, Applications, Challenges, and Perspectivescited by 0
- 2024Continuous-Time Digital Twin with Analogue Memristive Neural Ordinary Differential Equation Solvercited by 0
- 2025Semantic Communication-Enabled Cloud-Edge-End-collaborative Metaverse Services Architecurecited by 0
- 2025Semantic Communication-Enabled Cloud-Edge-End-collaborative Metaverse Services Architecure8 Mar 2025
- 2024Continuous-Time Digital Twin with Analogue Memristive Neural Ordinary Differential Equation Solver12 Jun 2024
- 2024Metaverse Survey & Tutorial: Exploring Key Requirements, Technologies, Standards, Applications, Challenges, and Perspectives7 May 2024
- 2023Multi-Agent Deep Reinforcement Learning for Dynamic Avatar Migration in AIoT-enabled Vehicular Metaverses with Trajectory Prediction26 Jun 2023
- 2023Decentralized Quantum Federated Learning for Metaverse: Analysis, Design and Implementation20 Jun 2023
- 2023The Metaverse: Survey, Trends, Novel Pipeline Ecosystem & Future Directions18 Apr 2023
- 2022Need of 6G for the Metaverse Realization28 Dec 2022
- 2022HFedMS: Heterogeneous Federated Learning with Memorable Data Semantics in Industrial Metaverse7 Nov 2022
- 2022Mobile Edge Computing, Metaverse, 6G Wireless Communications, Artificial Intelligence, and Blockchain: Survey and Their Convergence28 Sep 2022
- 2022Metaverse for Healthcare: A Survey on Potential Applications, Challenges and Future Directions9 Sep 2022
- 2022AI and 6G into the Metaverse: Fundamentals, Challenges and Future Research Trends23 Aug 2022
- 2022Trustworthy Federated Learning via Blockchain13 Aug 2022