3 papers
cs.LG2025
Multivariate Wireless Link Quality Prediction Based on Pre-trained Large Language Models
Zhuangzhuang Yan, Xinyu Gu, Shilong Fan +1
Accurate and reliable link quality prediction (LQP) is crucial for optimizing network performance, ensuring communication stability, and enhancing user experience in wireless commu…
eess.SP2024
A CSI Feedback Framework based on Transmitting the Important Values and Generating the Others
Zhilin Du, Zhenyu Liu, Haozhen Li +3
The application of deep learning (DL)-based channel state information (CSI) feedback frameworks in massive multiple-input multiple-output (MIMO) systems has significantly improved…
cs.IT2024
Csi-LLM: A Novel Downlink Channel Prediction Method Aligned with LLM Pre-Training
Shilong Fan, Zhenyu Liu, Xinyu Gu +1
Downlink channel temporal prediction is a critical technology in massive multiple-input multiple-output (MIMO) systems. However, existing methods that rely on fixed-step historical…