A Survey on Intelligent Network Operations and Performance Optimization Based on Large Language Models
As Large Language Models (LLMs) have achieved significant success in handling multi-
modal tasks such as text, images, videos, and sounds, particularly showcasing emergent …
modal tasks such as text, images, videos, and sounds, particularly showcasing emergent …
Large Language Models and Artificial Intelligence Generated Content Technologies Meet Communication Networks
Artificial intelligence generated content (AIGC) technologies, with a predominance of large
language models (LLMs), have demonstrated remarkable performance improvements in …
language models (LLMs), have demonstrated remarkable performance improvements in …
Genet: A multimodal llm-based co-pilot for network topology and configuration
B Ifland, E Duani, R Krief, M Ohana… - arXiv preprint arXiv …, 2024 - arxiv.org
Communication network engineering in enterprise environments is traditionally a complex,
time-consuming, and error-prone manual process. Most research on network engineering …
time-consuming, and error-prone manual process. Most research on network engineering …
NetLLMBench: A Benchmark Framework for Large Language Models in Network Configuration Tasks
Traditional network management techniques often struggle with the scale and dynamism of
modern networks, requiring significant human oversight and being prone to high error rates …
modern networks, requiring significant human oversight and being prone to high error rates …
CAIP: Detecting Router Misconfigurations with Context-Aware Iterative Prompting of LLMs
Model checkers and consistency checkers detect critical errors in router configurations, but
these tools require significant manual effort to develop and maintain. LLM-based Q&A …
these tools require significant manual effort to develop and maintain. LLM-based Q&A …
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 …
Poster: Could Large Language Models Perform Network Management?
M Prakash, JP Giacalone, M Baddeley - arXiv preprint arXiv:2411.16232, 2024 - arxiv.org
Modern wireless communication systems have become increasingly complex due to the
proliferation of wireless devices, increasing performance standards, and growing security …
proliferation of wireless devices, increasing performance standards, and growing security …
Generative AI for Low-Level NETCONF Configuration in Network Management Based on YANG Models
The NETCONF protocol, standardized by the IETF, is a cutting-edge solution for configuring
network entities and offers an alternative to SNMP in modern network devices. Due to the …
network entities and offers an alternative to SNMP in modern network devices. Due to the …
An Agentic Approach For Dynamic Software-Defined Network Management Using Large Language Models
AS Araujo, JMOD Mercês, RL Da Silva… - … IEEE Conference on …, 2024 - ieeexplore.ieee.org
In recent years, Large Language Models (LLMs) have been in the spotlight over very diverse
fields of research and development. Powered by the concept of Agents, LLMs have acquired …
fields of research and development. Powered by the concept of Agents, LLMs have acquired …
A Survey on Large Language Models for Network Operations & Management: Applications, Techniques, and Opportunities
F Liu, B Farkiani, P Crowley - Authorea Preprints, 2024 - techrxiv.org
This survey paper provides an extensive review of the application of Large Language
Models (LLMs) in network operations and management (NO&M). It outlines the …
Models (LLMs) in network operations and management (NO&M). It outlines the …