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Large Language Models for Zero Touch Network Configuration Management

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arxiv 2408.13298 v1 pith:75EPLF6S submitted 2024-08-23 cs.NI

classification cs.NI
keywords networklanguageconfigurationlargemanagementconfigurationsllm-netcfgmodels
verification ladder T0 review T1 audit T2 compute T3 formal
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The Zero-touch Network & Service Management (ZSM) paradigm, a direct response to the increasing complexity of communication networks, is a problem-solving approach. In this paper, taking advantage of recent advances in generative Artificial Intelligence, we introduce the Network ConFiguration Generator (LLM-NetCFG) that employs Large Language Model and architects ZSM configuration agents by Large Language Models. LLM-NetCFG can automatically generate configurations, verify them, and configure network devices based on intents expressed in natural language. We also show the automation and verification of network configurations with minimum human intervention. Moreover, we explore the opportunities and challenges of integrating LLM in functional areas of network management to fully achieve ZSM.

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Cited by 1 Pith paper

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. A Survey on Large Language Models for Communication, Network, and Service Management: Application Insights, Challenges, and Future Directions

    cs.NI 2024-12 conditional novelty 4.0 of 10

    A systematic survey of 108 papers classifies how large language models are used for communication network and service management across four network domains.

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