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Zi-Wen Wang

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Preprint Aug 2026

Where Does the Energy Go? Profiling LLM Agent Inference on Blackwell GPUs

Context-management techniques such as summarization and selective retrieval may help reduce energy consumption in agent deployments, and suggest that context-management techniques such as summarization and selective retrieval may help reduce energy consumption in agent deployments.

Qi Luo, Kun Li, Zi-Wen Wang et al. · 0 citations
Preprint Jul 2026

Request-Level Energy Attribution for Batched LLM Serving

The results show that token attribution is not a reliable proxy for marginal energy under batched execution, and that measured Shapley ground truth can calibrate low-cost request features toward fairer attribution.

Qi Luo, Kun Li, Ziwen Wang et al. · 0 citations

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