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Netconfeval: Can llms facilitate network configuration?
This paper explores opportunities to utilize Large Language Models (LLMs) to make network
configuration human-friendly, simplifying the configuration of network devices & …
configuration human-friendly, simplifying the configuration of network devices & …
Making network configuration human friendly
This paper explores opportunities to utilize Large Language Models (LLMs) to make network
configuration human-friendly, simplifying the configuration of network devices and …
configuration human-friendly, simplifying the configuration of network devices and …
Configreco: Network configuration recommendation with graph neural networks
Configuration synthesis is a fundamental technology in the context of self-driving networks,
aimed at mitigating network outages by intelligently and automatically generating …
aimed at mitigating network outages by intelligently and automatically generating …
INCS: Intent-driven network-wide configuration synthesis based on deep reinforcement learning
Configuring modern networks is a complex task due to the intricate low-level configuration
languages and diverse routing protocols used across numerous interconnected devices …
languages and diverse routing protocols used across numerous interconnected devices …
PreConfig: A Pretrained Model for Automating Network Configuration
Manual network configuration automation (NCA) tools face significant challenges in
versatility and flexibility due to their reliance on extensive domain expertise and manual …
versatility and flexibility due to their reliance on extensive domain expertise and manual …
Intent‐Based Network Configuration Using Large Language Models
The increasing scale and complexity of network infrastructure present a huge challenge for
network operators and administrators in performing network configuration and management …
network operators and administrators in performing network configuration and management …
Localized Explanations for Automatically Synthesized Network Configurations
Network synthesis simplifies network management by automatically generating distributed
configurations that fulfill high-level intents. However, typical network synthesizers operate as …
configurations that fulfill high-level intents. However, typical network synthesizers operate as …
NetRen: Service Migration-Driven Network Renascence with Synthesizing Updated Configuration
Changes in enterprise networks require updated configurations. However, manual
configurations with slow update efficiency, poor performance, and handling limitations, lead …
configurations with slow update efficiency, poor performance, and handling limitations, lead …
NetCR: Knowledge-Graph-Based Recommendation Framework for Manual Network Configuration
Network configuration plays a vital role in quality assurance of network services, requiring
considerable effort and time. Automatic network configuration approaches are promising …
considerable effort and time. Automatic network configuration approaches are promising …
Integrate: Intent-Driven Router Queue Depth Configuration via Reinforcement Learning
With the emergence of 6G networks, autonomous configuration management of transport
routers and switches becomes crucial. Active Queue Management (AQM) policies in routers …
routers and switches becomes crucial. Active Queue Management (AQM) policies in routers …