Channel Modeling with Deep Learning in Large Wireless Networks

This presentation introduces the Lightweight Wireless Modeling (LWM) approach, addressing challenges in traditional wireless modeling methods and showcasing novel solutions. Core design principles and its technical architecture, including data preprocessing and transformer components, will be detailed. Key discussions cover training processes using masked channel modeling, empirical evaluations in beam prediction and classification tasks, and integration into wireless applications. A critical...