From Connectivity to Autonomy: The Dawn of Self-Evolving Communication Systems
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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
- 2022Code as Policies: Language Model Programs for Embodied Controlcited by 1,172
- 2024The AI Scientist: Towards Fully Automated Open-Ended Scientific Discoverycited by 1,002
- 2024GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Modelscited by 533
- 2023Pushing Large Language Models to the 6G Edge: Vision, Challenges, and Opportunitiescited by 89
- 2024Open-Endedness is Essential for Artificial Superhuman Intelligencecited by 79
- 2022NVIDIA FLARE: Federated Learning from Simulation to Real-Worldcited by 78
- 2023Large Generative AI Models for Telecom: The Next Big Thing?cited by 52
- 2024Cultural Evolution of Cooperation among LLM Agentscited by 30
- 2023What do LLMs need to Synthesize Correct Router Configurations?cited by 29
- 2024Generative AI based Secure Wireless Sensing for ISAC Networkscited by 20
- 2023Explainable AI in 6G O-RAN: A Tutorial and Survey on Architecture, Use Cases, Challenges, and Future Researchcited by 12
- 2022The Vision of Self-Evolving Computing Systemscited by 4
3 more
- 2025The Interplay of AI-and-RAN: Dynamic Resource Allocation for Converged 6G Platformcited by 3
- 2021Hybrid Self-Organizing Networks: Evolution, Standardization Trends, and a 6G Architecture Visioncited by 1
- 2024Self-Evolving Wireless Communications: A Novel Intelligence Trend for 6G and Beyondcited by 1
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Citing papers per year: 2026: 1.
1 paper.