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.
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