3 papers
cs.DC2026
From Cloud to Crowd: Democratizing LLM Service with Decentralized Edge Collaboration for RAG
Jiaxing Li, Hengzhi Wang, Feng Wang +5
The rapid advancement of large language models (LLMs) has increased demand for scalable and cost-effective deployment, especially for mobile and edge devices. Cloud-hosted LLMs are…
cs.NI2025
Commercial Dishes Can Be My Ladder: Sustainable and Collaborative Data Offloading in LEO Satellite Networks
Yi Ching Chou, Long Chen, Hengzhi Wang +6
Low Earth Orbit (LEO) satellite networks, characterized by their high data throughput and low latency, have gained significant interest from both industry and academia. Routing dat…
cs.DC2025
EACO-RAG: Towards Distributed Tiered LLM Deployment using Edge-Assisted and Collaborative RAG with Adaptive Knowledge Update
Jiaxing Li, Chi Xu, Lianchen Jia +3
Large language models (LLMs) have demonstrated impressive capabilities in language tasks, but they require high computing power and rely on static knowledge. To overcome these limi…