mlsanityData to 7 Oct 2026

User-centric Immersive Communications in 6G: A Data-oriented Framework via Digital Twin

arXiv 2410.02688 ↗First posted 3 Oct 2024cs.NI cs.AIcited by 5

Not on the map. Why?

Abstract (arXiv)

In this article, we present a novel user-centric service provision for immersive communications (IC) in 6G to deal with the uncertainty of individual user behaviors while satisfying unique requirements on the quality of multi-sensory experience. To this end, we propose a data-oriented framework for network resource management, featuring personalized data management that can support network modeling tailored to different user demands. Our framework leverages the digital twin (DT) technique as a key enabler. Particularly, a DT is established for each user, and the data attributes in the DT are customized based on the characteristics of the user. The DT functions, corresponding to various data operations, are customized in the development, evaluation, and update of network models to meet unique user demands. A trace-driven case study demonstrates the effectiveness of our framework in achieving user-centric IC and the significance of personalized data management in 6G.

Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). Builds on 9 of its 18 references that are in the map. First posted on arXiv 3 Oct 2024.

Builds on

9 of 18 references.

References · 9

  1. 2023Data-centric Artificial Intelligence: A Surveycited by 202
  2. 2022DataPerf: Benchmarks for Data-Centric AI Developmentcited by 89
  3. 2020A Distributional Framework for Data Valuationcited by 79
  4. 2023Wireless Network Digital Twin for 6G: Generative AI as A Key Enablercited by 22
  5. 2023Toward Immersive Communications in 6Gcited by 17
  6. 2024Knowledge-Driven Deep Learning Paradigms for Wireless Network Optimization in 6Gcited by 15
  7. 2023Holistic Network Virtualization and Pervasive Network Intelligence for 6Gcited by 14
  8. 2023Digital Twin-based 3D Map Management for Edge-assisted Device Pose Tracking in Mobile ARcited by 7
  9. 2019Cybertwin: An Origin of Next Generation Network Architecturecited by 5

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 4; 2026: 1.

5 papers.