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<titleInfo><title>How Much Energy Is Wasted in LLM operations? Evidence from Kernel-Level DVFS</title></titleInfo>


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<name type="personal">
  <namePart type="given">Jeffrey</namePart>
  <namePart type="family">Spaan</namePart>
  <role><roleTerm type="text">author</roleTerm> </role></name>
<name type="personal">
  <namePart type="given">Kuan-Hsun</namePart>
  <namePart type="family">Chen</namePart>
  <role><roleTerm type="text">author</roleTerm> </role><identifier type="local">128464</identifier><description xsi:type="identifierDefinition" type="orcid">0000-0002-7110-921X</description></name>
<name type="personal">
  <namePart type="given">Ana-Lucia</namePart>
  <namePart type="family">Varbanescu</namePart>
  <role><roleTerm type="text">author</roleTerm> </role></name>















<originInfo><publisher>ACM</publisher><dateIssued encoding="w3cdtf">2026</dateIssued>
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<language><languageTerm authority="iso639-2b" type="code">eng</languageTerm>
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<relatedItem type="host"><titleInfo><title>Proceedings of the 23rd ACM International Conference on Computing Frontiers</title></titleInfo><identifier type="doi">10.1145/3801487.3801822</identifier>
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<mla>Spaan, Jeffrey, et al. “How Much Energy Is Wasted in LLM Operations? Evidence from Kernel-Level DVFS.” &lt;i&gt;Proceedings of the 23rd ACM International Conference on Computing Frontiers&lt;/i&gt;, ACM, 2026, doi:&lt;a href=&quot;https://doi.org/10.1145/3801487.3801822&quot;&gt;10.1145/3801487.3801822&lt;/a&gt;.</mla>
<ama>Spaan J, Chen K-H, Varbanescu A-L. How Much Energy Is Wasted in LLM operations? Evidence from Kernel-Level DVFS. In: &lt;i&gt;Proceedings of the 23rd ACM International Conference on Computing Frontiers&lt;/i&gt;. ACM; 2026. doi:&lt;a href=&quot;https://doi.org/10.1145/3801487.3801822&quot;&gt;10.1145/3801487.3801822&lt;/a&gt;</ama>
<bibtex>@inproceedings{Spaan_Chen_Varbanescu_2026, title={How Much Energy Is Wasted in LLM operations? Evidence from Kernel-Level DVFS}, DOI={&lt;a href=&quot;https://doi.org/10.1145/3801487.3801822&quot;&gt;10.1145/3801487.3801822&lt;/a&gt;}, booktitle={Proceedings of the 23rd ACM International Conference on Computing Frontiers}, publisher={ACM}, author={Spaan, Jeffrey and Chen, Kuan-Hsun and Varbanescu, Ana-Lucia}, year={2026} }</bibtex>
<apa>Spaan, J., Chen, K.-H., &amp;#38; Varbanescu, A.-L. (2026). How Much Energy Is Wasted in LLM operations? Evidence from Kernel-Level DVFS. &lt;i&gt;Proceedings of the 23rd ACM International Conference on Computing Frontiers&lt;/i&gt;. &lt;a href=&quot;https://doi.org/10.1145/3801487.3801822&quot;&gt;https://doi.org/10.1145/3801487.3801822&lt;/a&gt;</apa>
<ieee>J. Spaan, K.-H. Chen, and A.-L. Varbanescu, “How Much Energy Is Wasted in LLM operations? Evidence from Kernel-Level DVFS,” 2026, doi: &lt;a href=&quot;https://doi.org/10.1145/3801487.3801822&quot;&gt;10.1145/3801487.3801822&lt;/a&gt;.</ieee>
<chicago>Spaan, Jeffrey, Kuan-Hsun Chen, and Ana-Lucia Varbanescu. “How Much Energy Is Wasted in LLM Operations? Evidence from Kernel-Level DVFS.” In &lt;i&gt;Proceedings of the 23rd ACM International Conference on Computing Frontiers&lt;/i&gt;. ACM, 2026. &lt;a href=&quot;https://doi.org/10.1145/3801487.3801822&quot;&gt;https://doi.org/10.1145/3801487.3801822&lt;/a&gt;.</chicago>
<short>J. Spaan, K.-H. Chen, A.-L. Varbanescu, in: Proceedings of the 23rd ACM International Conference on Computing Frontiers, ACM, 2026.</short>
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