mlsanityData to 14 Oct 2026

Knowledge Base Enabled Semantic Communication: A Generative Perspective

arXiv 2311.12443 ↗First posted 21 Nov 2023cs.IT cs.AI cs.NIcited by 11

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Abstract (arXiv)

Semantic communication is widely touted as a key technology for propelling the sixth-generation (6G) wireless networks. However, providing effective semantic representation is quite challenging in practice. To address this issue, this article takes a crack at exploiting semantic knowledge base (KB) to usher in a new era of generative semantic communication. Via semantic KB, source messages can be characterized in low-dimensional subspaces without compromising their desired meanings, thus significantly enhancing the communication efficiency. The fundamental principle of semantic KB is first introduced, and a generative semantic communication architecture is developed by presenting three sub-KBs, namely source, task, and channel KBs. Then, the detailed construction approaches for each sub-KB are described, followed by their utilization in terms of semantic coding and transmission. A case study is also provided to showcase the superiority of generative semantic communication over conventional syntactic communication and classical semantic communication. In a nutshell, this article establishes a scientific foundation for the exciting uncharted frontier of generative semantic communication.

Key facts. Cited by 11 papers in the map (data through 14 Oct 2026). Builds on 11 of its 16 references that are in the map. First posted on arXiv 21 Nov 2023.

Builds on

11 of 16 references.

References · 11

  1. 2020Taming Transformers for High-Resolution Image Synthesiscited by 3,253
  2. 2020Deep Learning Enabled Semantic Communication Systemscited by 292
  3. 2021Semantic Communications: Principles and Challengescited by 91
  4. 2023A Tutorial on Environment-Aware Communications via Channel Knowledge Map for 6Gcited by 61
  5. 2022Robust Semantic Communications with Masked VQ-VAE Enabled Codebookcited by 56
  6. 2021What is Semantic Communication? A View on Conveying Meaning in the Era of Machine Intelligencecited by 50
  7. 2022Deep Joint Source-Channel Coding for Semantic Communicationscited by 41
  8. 2022Deep Learning-Enabled Semantic Communication Systems with Task-Unaware Transmitter and Dynamic Datacited by 36
  9. 2022Performance Optimization for Semantic Communications: An Attention-based Reinforcement Learning Approachcited by 28
  10. 2021A new communication paradigm: from bit accuracy to semantic fidelitycited by 18
  11. 2022Cognitive Semantic Communication Systems Driven by Knowledge Graphcited by 12

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2024: 5; 2025: 3; 2026: 3.

11 papers.