2 papers
eess.SY2025
DeepCEE: Efficient Cross-Region Model Distributed Training System under Heterogeneous GPUs and Networks
Jinquan Wang, Xiaojian Liao, Xuzhao Liu +7
Most existing training systems focus on a single region. In contrast, we envision that cross-region training offers more flexible GPU resource allocation and yields significant pot…
cs.DC2025
CoServe: Efficient Collaboration-of-Experts (CoE) Model Inference with Limited Memory
Jiashun Suo, Xiaojian Liao, Limin Xiao +4
Large language models like GPT-4 are resource-intensive, but recent advancements suggest that smaller, specialized experts can outperform the monolithic models on specific tasks. T…