Deep Generative Model and Its Applications in Efficient Wireless Network Management: A Tutorial and Case Study

Understand

With the phenomenal success of diffusion models and ChatGPT, deep generation models (DGMs) have been experiencing explosive growth from 2022.

• Not limited to content generation, DGMs are also widely adopted in Internet of Things, Metaverse, and digital twin, due to their outstanding ability to represent complex patterns and generate plausible samples.
• In this article, we explore the applications of DGMs in a crucial task, i.e., improving the efficiency of wireless network management.
• Specifically, we firstly overview the generative AI, as well as three representative DGMs.