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<body lang="DE" link="#0563C1" vlink="#954F72" style="word-wrap:break-word">
<div class="WordSection1">
<p class="paragraph" style="mso-margin-top-alt:0cm;margin-right:0cm;margin-bottom:12.0pt;margin-left:0cm;vertical-align:baseline">
<span class="normaltextrun"><span lang="EN-GB" style="font-family:"Arial",sans-serif">The Emmy Noether group
<i>UDNN: Scientific Understanding and Deep Neural Networks</i> is pleased to announce its upcoming workshop. This interdisciplinary event seeks to bring together philosophers of science and machine learning (ML), as well as ML practitioners, to explore the
intersections between ML and scientific understanding.</span></span><span class="eop"><span lang="EN-GB" style="font-family:"Arial",sans-serif"> </span></span><span lang="EN-GB"><o:p></o:p></span></p>
<p class="paragraph" align="center" style="mso-margin-top-alt:12.0pt;margin-right:0cm;margin-bottom:12.0pt;margin-left:0cm;text-align:center;vertical-align:baseline">
<span class="normaltextrun"><b><span lang="EN-GB" style="font-family:"Arial",sans-serif;color:black">Machine Learning Meets Scientific Understanding</span></b></span><span class="eop"><span lang="EN-GB" style="font-family:"Arial",sans-serif;color:black"> </span></span><span lang="EN-GB"><o:p></o:p></span></p>
<p class="paragraph" align="center" style="mso-margin-top-alt:12.0pt;margin-right:0cm;margin-bottom:0cm;margin-left:0cm;text-align:center;vertical-align:baseline">
<span class="normaltextrun"><span lang="EN-GB" style="font-family:"Arial",sans-serif;color:black">June 26</span></span><span class="normaltextrun"><sup><span lang="EN-GB" style="font-size:8.5pt;font-family:"Arial",sans-serif;color:black">th</span></sup></span><span class="normaltextrun"><span lang="EN-GB" style="font-family:"Arial",sans-serif;color:black">
and 27</span></span><span class="normaltextrun"><sup><span lang="EN-GB" style="font-size:8.5pt;font-family:"Arial",sans-serif;color:black">th</span></sup></span><span class="normaltextrun"><span lang="EN-GB" style="font-family:"Arial",sans-serif;color:black">,
2025 </span></span><span class="eop"><span lang="EN-GB" style="font-family:"Arial",sans-serif;color:black"> </span></span><span lang="EN-GB"><o:p></o:p></span></p>
<p class="paragraph" align="center" style="mso-margin-top-alt:12.0pt;margin-right:0cm;margin-bottom:0cm;margin-left:0cm;text-align:center;vertical-align:baseline">
<span class="normaltextrun"><span style="font-family:"Arial",sans-serif;color:black">IBZ, TU Dortmund, Germany</span></span><span class="eop"><span style="font-family:"Arial",sans-serif;color:black"> </span></span><o:p></o:p></p>
<p class="paragraph" align="center" style="mso-margin-top-alt:12.0pt;margin-right:0cm;margin-bottom:0cm;margin-left:0cm;text-align:center;vertical-align:baseline">
<span class="normaltextrun"><span style="font-family:"Arial",sans-serif;color:black">Registration:
</span></span><a href="https://forms.gle/H2weV4MUMnEEDQ679" target="_blank"><span class="normaltextrun"><span style="font-family:"Arial",sans-serif;color:#467886">https://forms.gle/H2weV4MUMnEEDQ679</span></span></a><span class="eop"><span style="font-family:"Arial",sans-serif;color:black"> </span></span><o:p></o:p></p>
<p class="paragraph" align="center" style="mso-margin-top-alt:12.0pt;margin-right:0cm;margin-bottom:0cm;margin-left:0cm;text-align:center;vertical-align:baseline">
<span class="normaltextrun"><span lang="EN-GB" style="font-family:"Arial",sans-serif;color:black">Website:
</span></span><a href="https://udnn.tu-dortmund.de/index.php/activities/workshop-machine-learning-meets-scientific-understanding/" target="_blank"><span class="normaltextrun"><span lang="EN-GB" style="font-family:"Arial",sans-serif;color:#467886">https://udnn.tu-dortmund.de/index.php/activities/workshop-machine-learning-meets-scientific-understanding/</span></span></a><span class="eop"><span lang="EN-GB" style="font-family:"Arial",sans-serif;color:black"> </span></span><span lang="EN-GB"><o:p></o:p></span></p>
<p class="paragraph" style="mso-margin-top-alt:0cm;margin-right:0cm;margin-bottom:12.0pt;margin-left:0cm;vertical-align:baseline">
<span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"> </span></span><span lang="EN-GB"><o:p></o:p></span></p>
<p class="paragraph" style="mso-margin-top-alt:0cm;margin-right:0cm;margin-bottom:8.0pt;margin-left:0cm;vertical-align:baseline">
<span class="normaltextrun"><b><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos">Confirmed speakers and titles:</span></b></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"> </span></span><span lang="EN-GB"><o:p></o:p></span></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l3 level1 lfo1;vertical-align:baseline">
<![if !supportLists]><span style="font-size:10.0pt;font-family:Symbol"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">
</span></span></span><![endif]><span class="normaltextrun"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos">Cameron Buckner, Philosophy (University of Florida):
<i>Predictively-valid “Alien” Features, or Artifacts? </i></span></span><span class="normaltextrun"><i><span style="font-size:12.0pt;font-family:Aptos">Coping with Inscrutable Scientific Progress </span></i></span><span class="eop"><span style="font-size:12.0pt;font-family:Aptos"> </span></span><span style="font-size:12.0pt;font-family:Aptos"><o:p></o:p></span></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l7 level1 lfo2;vertical-align:baseline">
<![if !supportLists]><span lang="EN-GB" style="font-size:10.0pt;font-family:Symbol"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">
</span></span></span><![endif]><span class="normaltextrun"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos">Heather Champion, Philosophy (Tübingen University):
<i>On scientific discovery with machine learning: what is „strong“ novelty?</i></span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"><o:p></o:p></span></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l5 level1 lfo3;vertical-align:baseline">
<![if !supportLists]><span lang="EN-GB" style="font-size:10.0pt;font-family:Symbol"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">
</span></span></span><![endif]><span class="normaltextrun"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos">Edward Chang, Computer Science (Stanford University):
<i>From Generative AI to AGI: Multi-LLM Agent Collaboration as a Path Forward </i></span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"><o:p></o:p></span></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l9 level1 lfo4;vertical-align:baseline">
<![if !supportLists]><span lang="EN-GB" style="font-size:10.0pt;font-family:Symbol"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">
</span></span></span><![endif]><span class="normaltextrun"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos">Finnur Dellsén, Philosophy (University of Iceland):
<i>Scientific Progress in the Age of AI</i></span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"><o:p></o:p></span></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l11 level1 lfo5;vertical-align:baseline">
<![if !supportLists]><span lang="EN-GB" style="font-size:10.0pt;font-family:Symbol"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">
</span></span></span><![endif]><span class="normaltextrun"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos">Henk W. de Regt, Philosophy (Radboud University) and Eugene Shalugin, Philosophy (Radboud University):
<i>Bridging Scientific Understanding and Creativity with an LLM Benchmark for Narrow-Domain Scientific Fields</i></span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"><o:p></o:p></span></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l10 level1 lfo6;vertical-align:baseline">
<![if !supportLists]><span lang="EN-GB" style="font-size:10.0pt;font-family:Symbol"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">
</span></span></span><![endif]><span class="normaltextrun"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos">Timo Freiesleben, Philosophy (Tübingen University):
<i>The Benchmarking Epistemology – What Inferences Can Scientists Draw from Competitive Comparisons of Prediction Models?</i></span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"><o:p></o:p></span></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l8 level1 lfo7;vertical-align:baseline">
<![if !supportLists]><span lang="EN-GB" style="font-size:10.0pt;font-family:Symbol"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">
</span></span></span><![endif]><span class="normaltextrun"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos">Giovanni Galli, Philosophy (University of Teramo):<i> Deep-learning Models and Scientific Understanding through Explanations and Representations</i></span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"><o:p></o:p></span></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l0 level1 lfo8;vertical-align:baseline">
<![if !supportLists]><span lang="EN-GB" style="font-size:10.0pt;font-family:Symbol"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">
</span></span></span><![endif]><span class="normaltextrun"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos">Insa Lawler, Philosophy (UNC Greensboro):
<i>The Gradability of Explanatory Understanding</i> </span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"><o:p></o:p></span></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l2 level1 lfo9;vertical-align:baseline">
<![if !supportLists]><span lang="EN-GB" style="font-size:10.0pt;font-family:Symbol"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">
</span></span></span><![endif]><span class="normaltextrun"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos">Holger Lyre, Philosophy (Magdeburg University):
<i>Semantic Grounding in Advanced LLMs</i> </span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"><o:p></o:p></span></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l4 level1 lfo10;vertical-align:baseline">
<![if !supportLists]><span lang="EN-GB" style="font-size:10.0pt;font-family:Symbol"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">
</span></span></span><![endif]><span class="normaltextrun"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos">Daniel Neider, Computer Science (TU Dortmund University):
<i>A Gentle Introduction to Neural Network Verification (and How It Might Contribute to Evaluating Scientific Insights)</i></span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"><o:p></o:p></span></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l6 level1 lfo11;vertical-align:baseline">
<![if !supportLists]><span lang="EN-GB" style="font-size:10.0pt;font-family:Symbol"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">
</span></span></span><![endif]><span class="normaltextrun"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos">Sara Pernille Jensen, Philosophy (Oslo University):
<i>The Underdetermination of Representational Content in DNNs</i></span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"><o:p></o:p></span></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l12 level1 lfo12;vertical-align:baseline">
<![if !supportLists]><span lang="EN-GB" style="font-size:10.0pt;font-family:Symbol"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">
</span></span></span><![endif]><span class="normaltextrun"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos">Darrell P. Rowbottom, Philosophy (Lingnan University Hong Kong):
<i>What’s Hidden Inside Predictively Successful Deep Learning Models?</i></span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"><o:p></o:p></span></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l1 level1 lfo13;vertical-align:baseline">
<![if !supportLists]><span lang="EN-GB" style="font-size:10.0pt;font-family:Symbol"><span style="mso-list:Ignore">·<span style="font:7.0pt "Times New Roman"">
</span></span></span><![endif]><span class="normaltextrun"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos">Emily Sullivan, Philosophy (Utrecht University):
<i>Idealization Failure in ML</i></span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"><o:p></o:p></span></p>
<p class="paragraph" style="margin:0cm;vertical-align:baseline"><span class="normaltextrun"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos">For inquiries, please contact the organizing committee at
</span></span><a href="mailto:udnn.ht@tu-dortmund.de" target="_blank"><span class="normaltextrun"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos;color:#467886">udnn.ht@tu-dortmund.de</span></span></a><span class="normaltextrun"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos">. </span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"> </span></span><span lang="EN-GB"><o:p></o:p></span></p>
<p class="paragraph" style="mso-margin-top-alt:0cm;margin-right:0cm;margin-bottom:8.0pt;margin-left:0cm;vertical-align:baseline">
<span class="normaltextrun"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos">Main Organizers: Annika Schuster, Frauke Stoll, and Florian J. Boge</span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:Aptos"> </span></span><span lang="EN-GB"><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-GB"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-GB"><o:p> </o:p></span></p>
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