5 papers
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…
Efficient Digital Twin Data Processing for Low-Latency Multicast Short Video Streaming
Xinyu Huang, Shisheng Hu, Mushu Li +2
In this paper, we propose a novel efficient digital twin (DT) data processing scheme to reduce service latency for multicast short video streaming. Particularly, DT is constructed…
Digital Twin-Based Network Management for Better QoE in Multicast Short Video Streaming
Xinyu Huang, Shisheng Hu, Haojun Yang +3
Multicast short video streaming can enhance bandwidth utilization by enabling simultaneous video transmission to multiple users over shared wireless channels. The existing network…
Digital Twin-Based User-Centric Edge Continual Learning in Integrated Sensing and Communication
Shisheng Hu, Jie Gao, Xinyu Huang +5
In this paper, we propose a digital twin (DT)-based user-centric approach for processing sensing data in an integrated sensing and communication (ISAC) system with high accuracy an…
Digital Twin-Driven Network Architecture for Video Streaming
Xinyu Huang, Haojun Yang, Shisheng Hu +1
Digital twin (DT) is revolutionizing the emerging video streaming services through tailored network management. By integrating diverse advanced communication technologies, DTs are…