3 papers
cs.AI2026
FineServe: A Fine-Grained Dataset and Characterization of Global LLM Serving Workloads
Tiancheng Zhang, Shaoyuan Huang, Mingyuan Wang +3
Large language models (LLMs) are increasingly deployed as always-on online services, making efficient LLM serving a critical systems challenge. Achieving low latency and high throu…
cs.DC2025
ACME: Adaptive Customization of Large Models via Distributed Systems
Ziming Dai, Chao Qiu, Fei Gao +2
Pre-trained Transformer-based large models have revolutionized personal virtual assistants, but their deployment in cloud environments faces challenges related to data privacy and…
cs.NI2024
Socialized Learning: A Survey of the Paradigm Shift for Edge Intelligence in Networked Systems
Xiaofei Wang, Yunfeng Zhao, Chao Qiu +2
Amidst the robust impetus from artificial intelligence (AI) and big data, edge intelligence (EI) has emerged as a nascent computing paradigm, synthesizing AI with edge computing (E…