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<titleInfo><title>Deep reinforcement learning for instance-specific algorithm configuration (GECCO Best Paper Award)</title></titleInfo>





<name type="personal">
  <namePart type="given">Elias</namePart>
  <namePart type="family">Schede</namePart>
  <role><roleTerm type="text">author</roleTerm> </role></name>
<name type="personal">
  <namePart type="given">Moritz</namePart>
  <namePart type="family">Seiler</namePart>
  <role><roleTerm type="text">author</roleTerm> </role><identifier type="local">105520</identifier></name>
<name type="personal">
  <namePart type="given">Kevin</namePart>
  <namePart type="family">Tierney</namePart>
  <role><roleTerm type="text">author</roleTerm> </role></name>
<name type="personal">
  <namePart type="given">Heike</namePart>
  <namePart type="family">Trautmann</namePart>
  <role><roleTerm type="text">author</roleTerm> </role><identifier type="local">100740</identifier><description xsi:type="identifierDefinition" type="orcid">0000-0002-9788-8282</description></name>



<name type="personal"><namePart type="given">Bogdan</namePart><namePart type="family">Filipic</namePart>
  <role> <roleTerm type="text">editor</roleTerm> </role></name>




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  <identifier type="local">819</identifier>
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<originInfo><publisher>ACM</publisher><dateIssued encoding="w3cdtf">2025</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 Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025</title></titleInfo><identifier type="doi">10.1145/3712256.3726480</identifier>
<part><extent unit="pages">1190–1198</extent>
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<bibtex>@inproceedings{Schede_Seiler_Tierney_Trautmann_2025, title={Deep reinforcement learning for instance-specific algorithm configuration (GECCO Best Paper Award)}, DOI={&lt;a href=&quot;https://doi.org/10.1145/3712256.3726480&quot;&gt;10.1145/3712256.3726480&lt;/a&gt;}, booktitle={Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025}, publisher={ACM}, author={Schede, Elias and Seiler, Moritz and Tierney, Kevin and Trautmann, Heike}, editor={Filipic, Bogdan}, year={2025}, pages={1190–1198} }</bibtex>
<mla>Schede, Elias, et al. “Deep Reinforcement Learning for Instance-Specific Algorithm Configuration (GECCO Best Paper Award).” &lt;i&gt;Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025&lt;/i&gt;, edited by Bogdan Filipic, ACM, 2025, pp. 1190–1198, doi:&lt;a href=&quot;https://doi.org/10.1145/3712256.3726480&quot;&gt;10.1145/3712256.3726480&lt;/a&gt;.</mla>
<short>E. Schede, M. Seiler, K. Tierney, H. Trautmann, in: B. Filipic (Ed.), Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025, ACM, 2025, pp. 1190–1198.</short>
<apa>Schede, E., Seiler, M., Tierney, K., &amp;#38; Trautmann, H. (2025). Deep reinforcement learning for instance-specific algorithm configuration (GECCO Best Paper Award). In B. Filipic (Ed.), &lt;i&gt;Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025&lt;/i&gt; (pp. 1190–1198). ACM. &lt;a href=&quot;https://doi.org/10.1145/3712256.3726480&quot;&gt;https://doi.org/10.1145/3712256.3726480&lt;/a&gt;</apa>
<ama>Schede E, Seiler M, Tierney K, Trautmann H. Deep reinforcement learning for instance-specific algorithm configuration (GECCO Best Paper Award). In: Filipic B, ed. &lt;i&gt;Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025&lt;/i&gt;. ACM; 2025:1190–1198. doi:&lt;a href=&quot;https://doi.org/10.1145/3712256.3726480&quot;&gt;10.1145/3712256.3726480&lt;/a&gt;</ama>
<ieee>E. Schede, M. Seiler, K. Tierney, and H. Trautmann, “Deep reinforcement learning for instance-specific algorithm configuration (GECCO Best Paper Award),” in &lt;i&gt;Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025&lt;/i&gt;, 2025, pp. 1190–1198, doi: &lt;a href=&quot;https://doi.org/10.1145/3712256.3726480&quot;&gt;10.1145/3712256.3726480&lt;/a&gt;.</ieee>
<chicago>Schede, Elias, Moritz Seiler, Kevin Tierney, and Heike Trautmann. “Deep Reinforcement Learning for Instance-Specific Algorithm Configuration (GECCO Best Paper Award).” In &lt;i&gt;Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025&lt;/i&gt;, edited by Bogdan Filipic, 1190–1198. ACM, 2025. &lt;a href=&quot;https://doi.org/10.1145/3712256.3726480&quot;&gt;https://doi.org/10.1145/3712256.3726480&lt;/a&gt;.</chicago>
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