Making Network Configuration Human Friendly

C Wang, M Scazzariello, A Farshin, D Kostic… - arXiv preprint arXiv …, 2023 - arxiv.org
This paper explores opportunities to utilize Large Language Models (LLMs) to make network
configuration human-friendly, simplifying the configuration of network devices and …

INCS: Intent-driven network-wide configuration synthesis based on deep reinforcement learning

Y Dai, H Zhang, J Wang, J Liao, P Zhang - Computer Networks, 2024 - Elsevier
Configuring modern networks is a complex task due to the intricate low-level configuration
languages and diverse routing protocols used across numerous interconnected devices …

ConfigReco: Network configuration recommendation with graph neural networks

Z Guo, F Li, J Shen, T Xie, S Jiang, X Wang - IEEE Network, 2023 - ieeexplore.ieee.org
Configuration synthesis is a fundamental technology in the context of self-driving networks,
aimed at mitigating network outages by intelligently and automatically generating …

Localized Explanations for Automatically Synthesized Network Configurations

A Nazari, Y Zhang, M Raghothaman… - Proceedings of the 23rd …, 2024 - dl.acm.org
Network synthesis simplifies network management by automatically generating distributed
configurations that fulfill high-level intents. However, typical network synthesizers operate as …

NetCR: Knowledge Graph Based Recommendation Framework for Manual Network Configuration

Z Guo, F Li, J Shen, X Wang - IEEE Internet of Things Journal, 2023 - ieeexplore.ieee.org
Network configuration plays a vital role in quality assurance of network services, requiring
considerable effort and time. Automatic network configuration approaches are promising …

NetConfEval: Can LLMs Facilitate Network Configuration?

C Wang, M Scazzariello, A Farshin, S Ferlin… - Proceedings of the …, 2024 - dl.acm.org
This paper explores opportunities to utilize Large Language Models (LLMs) to make network
configuration human-friendly, simplifying the configuration of network devices & …

[PDF][PDF] 可扩展的网络验证技术: 研究现状与发展趋势

黄翰林, 徐恪, 李琦, 李彤, 付松涛, 高翔宇 - 电子学报, 2024 - ejournal.org.cn
互联网作为国家信息基础设施的重要组成部分, 已经在各个领域发挥着巨大的作用.
随着其规模不断扩大和应用持续深入, 我们也面临着意图不一致的网络行为可能导致的灾难性 …

NetRen: Service Migration-Driven Network Renascence with Synthesizing Updated Configuration

R Han, J Wang, Q Qi, H Sun, C Xu, Z Wan… - Proceedings of the 29th …, 2024 - dl.acm.org
Changes in enterprise networks require updated configurations. However, manual
configurations with slow update efficiency, poor performance, and handling limitations, lead …

Intent‐Based Network Configuration Using Large Language Models

N Tu, S Nam, JWK Hong - International Journal of Network …, 2025 - Wiley Online Library
The increasing scale and complexity of network infrastructure present a huge challenge for
network operators and administrators in performing network configuration and management …

Integrate: Intent-Driven Router Queue Depth Configuration via Reinforcement Learning

A Kattepur, P Batista, A Previti… - 2024 3rd International …, 2024 - ieeexplore.ieee.org
With the emergence of 6G networks, autonomous configuration management of transport
routers and switches becomes crucial. Active Queue Management (AQM) policies in routers …