2 papers
cs.DC2025
Magneton: Optimizing Energy Efficiency of ML Systems via Differential Energy Debugging
Yi Pan, Wenbo Qian, Dedong Xie +3
The training and deployment of machine learning (ML) models have become extremely energy-intensive. While existing optimization efforts focus primarily on hardware energy efficienc…
cs.LG2025
Verifying Computational Graphs in Production-Grade Distributed Machine Learning Frameworks
Kahfi S. Zulkifli, Wenbo Qian, Shaowei Zhu +3
Modern machine learning frameworks support very large models by incorporating parallelism and optimization techniques. Yet, these very techniques add new layers of complexity, intr…