mlsanityData to 7 Oct 2026

Large Language Models meet Network Slicing Management and Orchestration

arXiv 2403.13721 ↗First posted 20 Mar 2024cs.NI cs.AIcited by 7

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Abstract (arXiv)

Network slicing, a cornerstone technology for future networks, enables the creation of customized virtual networks on a shared physical infrastructure. This fosters innovation and agility by providing dedicated resources tailored to specific applications. However, current orchestration and management approaches face limitations in handling the complexity of new service demands within multi-administrative domain environments. This paper proposes a future vision for network slicing powered by Large Language Models (LLMs) and multi-agent systems, offering a framework that can be integrated with existing Management and Orchestration (MANO) frameworks. This framework leverages LLMs to translate user intent into technical requirements, map network functions to infrastructure, and manage the entire slice lifecycle, while multi-agent systems facilitate collaboration across different administrative domains. We also discuss the challenges associated with implementing this framework and potential solutions to mitigate them.

Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). Builds on 10 of its 27 references that are in the map. First posted on arXiv 20 Mar 2024.

Builds on

10 of 27 references.

References · 10

  1. 2017Attention Is All You Needcited by 59,932
  2. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
  3. 2023Textbooks Are All You Needcited by 561
  4. 2024OpenFedLLM: Training Large Language Models on Decentralized Private Data via Federated Learningcited by 124
  5. 2024IsolateGPT: An Execution Isolation Architecture for LLM-Based Agentic Systemscited by 118
  6. 2024Usable XAI: 10 Strategies Towards Exploiting Explainability in the LLM Eracited by 45
  7. 2023A Comprehensive Overview of Backdoor Attacks in Large Language Models within Communication Networkscited by 38
  8. 2023Enhancing Network Management Using Code Generated by Large Language Modelscited by 20
  9. 2021Intent-driven autonomous network and service management in future cellular networks: A structured literature reviewcited by 6
  10. 2023Slicenet: a Simple and Scalable Flow-Level Simulator for Network Slice Provisioning and Managementcited by 1

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 3; 2025: 3; 2026: 1.

7 papers.