mlsanityData to 7 Oct 2026

From Connectivity to Autonomy: The Dawn of Self-Evolving Communication Systems

arXiv 2505.23710 ↗First posted 29 May 2025eess.SY cs.AI cs.DCcited by 1

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Abstract (arXiv)

This paper envisions 6G as a self-evolving telecom ecosystem, where AI-driven intelligence enables dynamic adaptation beyond static connectivity. We explore the key enablers of autonomous communication systems, spanning reconfigurable infrastructure, adaptive middleware, and intelligent network functions, alongside multi-agent collaboration for distributed decision-making. We explore how these methodologies align with emerging industrial IoT frameworks, ensuring seamless integration within digital manufacturing processes. Our findings emphasize the potential for improved real-time decision-making, optimizing efficiency, and reducing latency in networked control systems. The discussion addresses ethical challenges, research directions, and standardization efforts, concluding with a technology stack roadmap to guide future developments. By leveraging state-of-the-art 6G network management techniques, this research contributes to the next generation of intelligent automation solutions, bridging the gap between theoretical advancements and real-world industrial applications.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 15 of its 40 references that are in the map. First posted on arXiv 29 May 2025.

Builds on

15 of 40 references.

References · 15

  1. 2022Code as Policies: Language Model Programs for Embodied Controlcited by 1,172
  2. 2024The AI Scientist: Towards Fully Automated Open-Ended Scientific Discoverycited by 1,002
  3. 2024GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Modelscited by 533
  4. 2023Pushing Large Language Models to the 6G Edge: Vision, Challenges, and Opportunitiescited by 89
  5. 2024Open-Endedness is Essential for Artificial Superhuman Intelligencecited by 79
  6. 2022NVIDIA FLARE: Federated Learning from Simulation to Real-Worldcited by 78
  7. 2023Large Generative AI Models for Telecom: The Next Big Thing?cited by 52
  8. 2024Cultural Evolution of Cooperation among LLM Agentscited by 30
  9. 2023What do LLMs need to Synthesize Correct Router Configurations?cited by 29
  10. 2024Generative AI based Secure Wireless Sensing for ISAC Networkscited by 20
  11. 2023Explainable AI in 6G O-RAN: A Tutorial and Survey on Architecture, Use Cases, Challenges, and Future Researchcited by 12
  12. 2022The Vision of Self-Evolving Computing Systemscited by 4
3 more
  1. 2025The Interplay of AI-and-RAN: Dynamic Resource Allocation for Converged 6G Platformcited by 3
  2. 2021Hybrid Self-Organizing Networks: Evolution, Standardization Trends, and a 6G Architecture Visioncited by 1
  3. 2024Self-Evolving Wireless Communications: A Novel Intelligence Trend for 6G and Beyondcited by 1

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2026: 1.

1 paper.