[2Win5-96] Lage Network Model: a generative model for communication network simulation based on large language models
Keywords:Communication Network, Generative AI, Large Language Model
Modern technology, such as the spread of cloud computing and IoT devices, is built on communication networks.
The importance of technological development targeting communication data is increasing, such as strengthening security against cyber attacks and improving communication quality, but in research targeting communication data, the cost of data acquisition is often high, such as the construction of appropriate networks and mechanisms for capturing communication packets.
On the other hand, with the recent development of generative AI, various types of data, including language, are now being generated using probability models, but research on probability models for communication networks has not progressed much.
In this study, we investigated the potential of a large network model, which aims to generate and simulate communication data using generative technology based on large language models. Specifically, as an initial study to build a large-scale model, we constructed a generative model based on a language model, learned using communication data, and evaluated its effectiveness.
The importance of technological development targeting communication data is increasing, such as strengthening security against cyber attacks and improving communication quality, but in research targeting communication data, the cost of data acquisition is often high, such as the construction of appropriate networks and mechanisms for capturing communication packets.
On the other hand, with the recent development of generative AI, various types of data, including language, are now being generated using probability models, but research on probability models for communication networks has not progressed much.
In this study, we investigated the potential of a large network model, which aims to generate and simulate communication data using generative technology based on large language models. Specifically, as an initial study to build a large-scale model, we constructed a generative model based on a language model, learned using communication data, and evaluated its effectiveness.
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