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Author

Jiyu Luo

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Review Sep 2026

Herschel: Continuous Optimization of Production LLM Inference through On-Demand Profiling

Model-as-a-service platforms call for continuous optimization as complex serving conditions expose inefficiencies missed before deployment. Detailed always-on profiling can incur substantial overhead, while lightweight collection omits information needed for diagnosis. We present Herschel, a continuous optimization sys...

Lu-Ping Wang, Wei-Gao Chen, Yi-Fei Wu et al. · 0 citations
Preprint Jul 2026

EMO: Energy Efficiency Modeling and Optimization for AI Workloads

EMO combines graph analysis and pack-level models to formulate energy optimization as a constrained combinatorial problem, efficiently solving for optimal frequency policies under given latency targets.

Jiyu Luo, Shaoyu Chen, Jingwei Sun et al. · 0 citations

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