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<div class="WordSection1">
<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-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">Call for Abstracts: Machine Learning Meets Scientific Understanding</span></b></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"> </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-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">The Emmy Noether group
<i>UDNN: Scientific Understanding and Deep Neural Networks</i> is pleased to announce the Call for Abstracts for the upcoming workshop Machine Learning Meets Scientific Understanding, which will take place on June 26 and 27 at TU Dortmund University. 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-size:12.0pt;font-family:"Times New Roman",serif"> </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-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">We welcome contributions that address, but are not limited to, the following topics:</span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"> </span></span><span lang="EN-GB"><o:p></o:p></span></p>
<ul type="disc">
<li class="paragraph" style="margin-left:53.85pt;mso-list:l1 level1 lfo9;vertical-align:baseline">
<span class="normaltextrun"><b><span lang="EN-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">ML as a Tool for Scientific Discovery</span></b></span><span class="normaltextrun"><span lang="EN-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">:
How can ML systems contribute to generating new hypotheses, models, or experimental designs, and how may this advance scientific understanding?</span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"><o:p></o:p></span></li><li class="paragraph" style="margin-left:53.85pt;mso-list:l1 level1 lfo9;vertical-align:baseline">
<span class="normaltextrun"><b><span lang="EN-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">ML and Scientific Explanation</span></b></span><span class="normaltextrun"><span lang="EN-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">:
How do ML systems impact scientists’ ability to explain scientific phenomena? Is ML an obstacle to explanation, or can it serve as an aid to explaining phenomena?</span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"><o:p></o:p></span></li><li class="paragraph" style="margin-left:53.85pt;mso-list:l1 level1 lfo9;vertical-align:baseline">
<span class="normaltextrun"><b><span lang="EN-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">Understanding from ML</span></b></span><span class="normaltextrun"><span lang="EN-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">:
How do ML systems aid or hinder human understanding of scientific phenomena? Is there understanding more or less directly from ML, and does it have to pass through explanations based on ML models? Or does ML instead pave the way towards new modes of understanding?
How does ML relate to different known forms of understanding, such as objectual and explanatory understanding?</span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"><o:p></o:p></span></li><li class="paragraph" style="margin-left:53.85pt;mso-list:l1 level1 lfo9;vertical-align:baseline">
<span class="normaltextrun"><b><span lang="EN-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">Evaluating ML-Driven Insights</span></b></span><span class="normaltextrun"><span lang="EN-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">:
What are the criteria for assessing the reliability, robustness, and explanatory power of ML-generated scientific outputs?
</span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"><o:p></o:p></span></li><li class="paragraph" style="margin-left:53.85pt;mso-list:l1 level1 lfo9;vertical-align:baseline">
<span class="normaltextrun"><b><span lang="EN-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">ML and Scientific Understanding in Particular Cases</span></b></span><span class="normaltextrun"><span lang="EN-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">:
What are use cases of ML in specific scientific fields, such as biology, physics, or social sciences, that ostensibly show its impact on scientific understanding?</span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"><o:p></o:p></span></li></ul>
<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-US" style="font-size:13.5pt;font-family:"Times New Roman",serif">Confirmed speakers</span></b></span><span class="eop"><span style="font-size:13.5pt;font-family:"Times New Roman",serif"> </span></span><o:p></o:p></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l4 level1 lfo1;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-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">Cameron Buckner, Philosophy, University of Florida</span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"><o:p></o:p></span></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l0 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-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">Edward Chang, Computer Science, Stanford University</span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"><o:p></o:p></span></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l7 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-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">Finnur Dellsén, Philosophy, University of Iceland</span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"><o:p></o:p></span></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l5 level1 lfo4;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-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">Insa Lawler, Philosophy, UNC Greensboro</span></span><span class="eop"><span style="font-size:12.0pt;font-family:"Times New Roman",serif"> </span></span><span style="font-size:12.0pt;font-family:"Times New Roman",serif"><o:p></o:p></span></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l6 level1 lfo5;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-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">Holger Lyre, Philosophy, Magdeburg University</span></span><span class="eop"><span style="font-size:12.0pt;font-family:"Times New Roman",serif"> </span></span><span style="font-size:12.0pt;font-family:"Times New Roman",serif"><o:p></o:p></span></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l2 level1 lfo6;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-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">Daniel Neider, Computer Science, TU Dortmund University</span></span><span class="eop"><span style="font-size:12.0pt;font-family:"Times New Roman",serif"> </span></span><span style="font-size:12.0pt;font-family:"Times New Roman",serif"><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-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">Darrell P. Rowbottom, Philosophy, Lingnan University Hong Kong</span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"> </span></span><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"><o:p></o:p></span></p>
<p class="paragraph" style="margin-left:54.0pt;text-indent:0cm;mso-list:l3 level1 lfo8;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-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">Emily Sullivan, Philosophy, Utrecht University</span></span><span class="eop"><span style="font-size:12.0pt;font-family:"Times New Roman",serif"> </span></span><span style="font-size:12.0pt;font-family:"Times New Roman",serif"><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-US" style="font-size:13.5pt;font-family:"Times New Roman",serif">Submission Guidelines</span></b></span><span class="eop"><span style="font-size:13.5pt;font-family:"Times New Roman",serif"> </span></span><o:p></o:p></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-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">We invite abstracts of up to
<b>500 words</b> for presentations of approximately 30 minutes, followed by 15 minutes of discussion. Submissions should include the title of the presentation and the abstract.</span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"> </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-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">Please submit your abstract in PDF format via mail, including your name and affiliation, to
</span></span><a href="mailto:udnn.abstracts@gmail.com" target="_blank"><span class="normaltextrun"><span lang="EN-US" style="font-size:12.0pt;font-family:"Times New Roman",serif;color:#467886">udnn.abstracts@gmail.com</span></span></a>
<span class="normaltextrun"><span lang="EN-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">by
<b>January 31</b></span></span><span class="normaltextrun"><b><sup><span lang="EN-US" style="font-size:9.5pt;font-family:"Times New Roman",serif">st</span></sup></b></span><span class="normaltextrun"><b><span lang="EN-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">,
2025</span></b></span><span class="normaltextrun"><span lang="EN-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">. Notifications of acceptance will be sent by
<b>March 31</b></span></span><span class="normaltextrun"><b><sup><span lang="EN-US" style="font-size:9.5pt;font-family:"Times New Roman",serif">st</span></sup></b></span><span class="normaltextrun"><b><span lang="EN-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">,
2025</span></b></span><span class="normaltextrun"><span lang="EN-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">.</span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"> </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-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">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-US" style="font-size:12.0pt;font-family:"Times New Roman",serif;color:#0563C1">udnn.ht@tu-dortmund.de</span></span></a><span class="normaltextrun"><span lang="EN-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">.</span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"> </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-US" style="font-size:12.0pt;font-family:"Times New Roman",serif">We look forward to receiving your contributions!</span></span><span class="eop"><span lang="EN-GB" style="font-size:12.0pt;font-family:"Times New Roman",serif"> </span></span><span lang="EN-GB"><o:p></o:p></span></p>
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