3 papers
cs.DC2025
Split Fine-Tuning for Large Language Models in Wireless Networks
Songge Zhang, Guoliang Cheng, Xinyu Huang +4
Fine-tuning is the process of adapting the pre-trained large language models (LLMs) for downstream tasks. Due to substantial parameters, fine-tuning LLMs on mobile devices demands…
eess.SP2024
Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network
Jiayi Cong, Guoliang Cheng, Changsheng You +2
In this paper, we investigate a resource allocation and model retraining problem for dynamic wireless networks by utilizing incremental learning, in which the digital twin (DT) sch…
cs.NI2024
AI-Native Network Digital Twin for Intelligent Network Management in 6G
Wen Wu, Xinyu Huang, Tom H. Luan
As a pivotal virtualization technology, network digital twin is expected to accurately reflect real-time status and abstract features in the on-going sixth generation (6G) networks…