mlsanityData to 14 Oct 2026

Agentic AI for 6G: A New Paradigm for Autonomous RAN Security Compliance

arXiv 2512.12400 ↗First posted 13 Dec 2025cs.NIcited by 6

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Abstract (arXiv)

Agentic AI systems are emerging as powerful tools for automating complex, multi-step tasks across various industries. One such industry is telecommunications, where the growing complexity of next-generation radio access networks (RANs) opens up numerous opportunities for applying these systems. Securing the RAN is a key area, particularly through automating the security compliance process, as traditional methods often struggle to keep pace with evolving specifications and real-time changes. In this article, we propose a framework that leverages LLM-based AI agents integrated with a retrieval-augmented generation (RAG) pipeline to enable intelligent and autonomous enforcement of security compliance. An initial case study demonstrates how an agent can assess configuration files for compliance with O-RAN Alliance and 3GPP standards, generate explainable justifications, and propose automated remediation if needed. We also highlight key challenges such as model hallucinations and vendor inconsistencies, along with considerations like agent security, transparency, and system trust. Finally, we outline future directions, emphasizing the need for telecom-specific LLMs and standardized evaluation frameworks.

Key facts. Cited by 6 papers in the map (data through 14 Oct 2026). First posted on arXiv 13 Dec 2025.

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Citing papers per year: 2026: 6.

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  1. 2025MobiLLM: An Agentic AI Framework for Closed-Loop Threat Mitigation in 6G Open RANs
  2. 2025MX-AI: Agentic Observability and Control Platform for Open and AI-RAN
  3. 2025Agoran: An Agentic Open Marketplace for 6G RAN Automation
  4. 2026GENESIS: Harnessing AI Agents for Autonomous 6G RAN Synthesis, Research, and Testing
  5. 2025Agentic AI for Ultra-Modern Networks: Multi-Agent Framework for RAN Autonomy and Assurance
  6. 2026Reimagining RAN Automation in 6G: An Agentic AI Framework with Hierarchical Online Decision Transformer ↗
  7. 2026Agentic Assistant for 6G: Turn-based Conversations for AI-RAN Hierarchical Co-Management
  8. 2026From Agentic to Autogenic Network Management for AI-Native 6G and Beyond: A Standards Perspective