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<p class="MsoNormal" style="margin-top:12.0pt;margin-right:0cm;margin-bottom:
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<span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black;mso-ansi-language:EN-US">The Emmy Noether Group
<i>UDNN: Scientific Understanding and Deep Neural Networks (</i></span><span style="font-size:12.0pt;
font-family:"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";
mso-ansi-language:EN-US"><a href="https://udnn.tu-dortmund.de/"><i><span style="font-size:11.0pt;font-family:"Arial",sans-serif;color:#1155CC">https://udnn.tu-dortmund.de/</span></i></a></span><i><span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black;mso-ansi-language:EN-US">)
</span></i><span style="font-family:
"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";color:black;
mso-ansi-language:EN-US">invites participation in a two day workshop that marks the project’s kick-off.</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US"></span></p>
<p class="MsoNormal" align="center" style="margin-top:12.0pt;margin-right:0cm;
margin-bottom:12.0pt;margin-left:0cm;text-align:center;line-height:200%">
<b><span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black;mso-ansi-language:EN-US">Workshop on Epistemological Issues of Machine Learning in Science</span></b><span style="font-size:12.0pt;line-height:
200%;font-family:"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";
mso-ansi-language:EN-US"></span></p>
<p class="MsoNormal" align="center" style="margin-top:12.0pt;margin-right:0cm;
margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:center;
line-height:normal">
<span style="font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";color:black;mso-ansi-language:EN-US">27.–28.02.2024</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman";mso-ansi-language:EN-US"></span></p>
<p class="MsoNormal" align="center" style="margin-top:12.0pt;margin-right:0cm;
margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:center;
line-height:normal">
<span style="font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";color:black;mso-ansi-language:EN-US">Chaudoire Pavillon, TU Dortmund, Germany</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US"></span></p>
<p class="MsoNormal" align="center" style="margin-top:12.0pt;margin-right:0cm;
margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:center;
line-height:normal">
<span style="font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";color:black;mso-ansi-language:EN-US">Registration:
</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman";mso-ansi-language:EN-US"><a href="mailto:udnn.fk14@tu-dortmund.de"><span style="font-size:11.0pt;
font-family:"Arial",sans-serif;color:#1155CC">udnn.fk14@tu-dortmund.de</span></a></span></p>
<p class="MsoNormal" align="center" style="margin-top:12.0pt;margin-right:0cm;
margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:center;
line-height:normal">
<span style="font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";color:black;mso-ansi-language:EN-US">Website:
</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman";mso-ansi-language:EN-US"><a href="https://udnn.tu-dortmund.de/index.php/activities/ws-epi-issues/"><span style="font-size:11.0pt;font-family:"Arial",sans-serif;color:#1155CC">https://udnn.tu-dortmund.de/index.php/activities/ws-epi-issues/</span></a></span></p>
<p class="MsoNormal" style="margin-top:12.0pt;margin-right:0cm;margin-bottom:
0cm;margin-left:0cm;margin-bottom:.0001pt;line-height:normal">
<b><span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black;mso-ansi-language:EN-US">Description:</span></b><span style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman";mso-ansi-language:EN-US"></span></p>
<p class="MsoNormal" style="margin-top:12.0pt;margin-right:0cm;margin-bottom:
0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:justify;line-height:normal">
<span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black;mso-ansi-language:EN-US">With impressive advances in Machine Learning (ML) and particularly Deep Learning, Artificial Intelligence is currently taking science
by storm. This workshop brings together top scientists and philosophers working on fundamental issues connected to the use of Machine Learning in science. The workshop marks the launch of the DFG-funded Emmy Noether Group
<i style="mso-bidi-font-style:normal">UDNN: Scientific Understanding and Deep Neural Networks</i>, and is co-organized with the Lamarr Institute for Machine Learning and Artificial Intelligence and co-funded by the Department for Humanities and Theology at
TU Dortmund University.</span></p>
<p class="MsoNormal" style="margin-top:12.0pt;margin-right:0cm;margin-bottom:
0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:justify;line-height:normal">
<span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black;mso-ansi-language:EN-US">Topics include, but are not restricted to:</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman";mso-ansi-language:EN-US"></span></p>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal" style="color:black;margin-bottom:0cm;margin-bottom:.0001pt;
line-height:normal;mso-list:l2 level1 lfo1;tab-stops:list 36.0pt;
vertical-align:baseline">
<span style="font-family:"Arial",sans-serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US">The relation between prediction and discovery on the one hand, and explanation and understanding on the other, in fields of science that heavily
rely on ML methods</span></li></ul>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal" style="color:black;margin-bottom:0cm;margin-bottom:.0001pt;
line-height:normal;mso-list:l9 level1 lfo2;tab-stops:list 36.0pt;
vertical-align:baseline">
<span style="font-family:"Arial",sans-serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US">The key issues in identifying genuine discoveries and stable predictions by ML systems</span></li></ul>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal" style="color:black;margin-bottom:0cm;margin-bottom:.0001pt;
line-height:normal;mso-list:l3 level1 lfo3;tab-stops:list 36.0pt;
vertical-align:baseline">
<span style="font-family:"Arial",sans-serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US">Core conceptions of “explanation” involved in the field of eXplainable AI (XAI), and their relation to philosophical theories of understanding
and explanation</span></li></ul>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal" style="color:black;margin-bottom:0cm;margin-bottom:.0001pt;
line-height:normal;mso-list:l0 level1 lfo4;tab-stops:list 36.0pt;
vertical-align:baseline">
<span style="font-family:"Arial",sans-serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US">Present limitations associated with ML’s predictive power and what may be needed to overcome them</span></li></ul>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal" style="color:black;margin-bottom:0cm;margin-bottom:.0001pt;
line-height:normal;mso-list:l7 level1 lfo5;tab-stops:list 36.0pt;
vertical-align:baseline">
<span style="font-family:"Arial",sans-serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US">The connection between ML and traditional scientific means for prediction and discovery, such as theories, models, and experiments</span></li></ul>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal" style="color:black;margin-bottom:12.0pt;line-height:normal;
mso-list:l5 level1 lfo6;tab-stops:list 36.0pt;vertical-align:baseline">
<span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
mso-ansi-language:EN-US">Our present understanding of ML itself and its limitations </span></li></ul>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;line-height:
normal">
<span style="font-size:12.0pt;font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US"> </span></p>
<p class="MsoNormal" style="margin-bottom:12.0pt;line-height:normal"><b><span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black;mso-ansi-language:EN-US">Speakers</span></b><span style="font-size:
12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";
mso-ansi-language:EN-US"></span></p>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal" style="color:black;margin-bottom:12.0pt;line-height:normal;
mso-list:l6 level1 lfo7;tab-stops:list 36.0pt;vertical-align:baseline">
<i><span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
mso-ansi-language:EN-US">Life Sciences</span></i><span style="font-family:
"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";mso-ansi-language:
EN-US"></span></li></ul>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black;mso-ansi-language:EN-US">Jürgen Bajorath (University of Bonn)</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman";mso-ansi-language:EN-US"></span></p>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black;mso-ansi-language:EN-US">Axel Mosig (Ruhr University Bochum)</span></p>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman";mso-ansi-language:EN-US"> </span></p>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal" style="color:black;margin-bottom:12.0pt;line-height:normal;
mso-list:l1 level1 lfo8;tab-stops:list 36.0pt;vertical-align:baseline">
<i><span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
mso-ansi-language:EN-US">Machine Learning Theory</span></i><span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
mso-ansi-language:EN-US"></span></li></ul>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black;mso-ansi-language:EN-US">M.
</span><span lang="DE" style="font-family:
"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";color:black">Klopotek</span><span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black;mso-ansi-language:EN-US">
(University of Stuttgart)</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman";mso-ansi-language:EN-US"></span></p>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span lang="DE" style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black">Marie-Jeanne Lesot (Sorbonne Université Paris)</span><span lang="DE" style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman""></span></p>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black;mso-ansi-language:EN-US">David Watson (King’s College London)</span></p>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman";mso-ansi-language:EN-US"> </span></p>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal" style="color:black;margin-bottom:12.0pt;line-height:normal;
mso-list:l4 level1 lfo9;tab-stops:list 36.0pt;vertical-align:baseline">
<i><span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
mso-ansi-language:EN-US">Philosophy</span></i><span style="font-family:
"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";mso-ansi-language:
EN-US"></span></li></ul>
<p class="MsoNormal" style="margin-top:12.0pt;margin-right:0cm;margin-bottom:
0cm;margin-left:0cm;margin-bottom:.0001pt;text-indent:36.0pt;line-height:normal">
<span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black;mso-ansi-language:EN-US">Kathleen A. Creel (Northeastern University Boston, MA)</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US"></span></p>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span lang="DE" style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black">Brigitte Falkenburg (TU Dortmund)</span><span lang="DE" style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman""></span></p>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span lang="DE" style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black">Konstantin Genin (University of Tübingen)</span><span lang="DE" style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman""></span></p>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black;mso-ansi-language:EN-US">Lena Kästner (University of Bayreuth)</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman";mso-ansi-language:EN-US"></span></p>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span lang="DE" style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black">Henk de Regt (Radbout University Nijmegen)</span><span lang="DE" style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman""></span></p>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span lang="DE" style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black">Eva Schmidt (TU Dortmund)</span><span lang="DE" style="font-size:
12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:"Times New Roman""></span></p>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black;mso-ansi-language:EN-US">Tom Sterkenburg (LMU Munich)</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman";mso-ansi-language:EN-US"></span></p>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman";mso-ansi-language:EN-US"> </span></p>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal" style="color:black;margin-bottom:12.0pt;line-height:normal;
mso-list:l8 level1 lfo10;tab-stops:list 36.0pt;vertical-align:baseline">
<i><span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
mso-ansi-language:EN-US">Physics / Astronomy</span></i><span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
mso-ansi-language:EN-US"></span></li></ul>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black;mso-ansi-language:EN-US">Dominik Elsässer (TU Dortmund)</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman";mso-ansi-language:EN-US"></span></p>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black;mso-ansi-language:EN-US">Michael Krämer (RWTH Aachen)</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman";mso-ansi-language:EN-US"></span></p>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black;mso-ansi-language:EN-US">Mario Krenn (Max Planck Institute for the Science of Light)</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US"></span></p>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span lang="DE" style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black">Wolfgang Rhode (TU Dortmund)</span><span lang="DE" style="font-size:
12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:"Times New Roman""></span></p>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span lang="DE" style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black">Christian Zeitnitz (BU Wuppertal)</span><span lang="DE" style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman""></span></p>
<p class="MsoNormal" style="margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:normal">
<span lang="DE" style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman""> </span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;line-height:
normal">
<span style="font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";color:black;mso-ansi-language:EN-US">Registration is free but places are limited. To register, please send an E-mail to
</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman";mso-ansi-language:EN-US"><a href="mailto:udnn.fk14@tu-dortmund.de"><span style="font-size:11.0pt;
font-family:"Arial",sans-serif;color:#1155CC">udnn.fk14@tu-dortmund.de</span></a></span><span style="font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman";
color:black;mso-ansi-language:EN-US">
until <b>January 15, 2024 </b>including your name and institution. A small number of attendees will be able to join the conference dinner on the 27th on a dutch-treat basis. If you want to join the dinner, please indicate this in your registration.</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman";mso-ansi-language:EN-US"></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;line-height:
normal">
<span style="font-size:12.0pt;font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:EN-US"> </span></p>
<p class="MsoNormal" style="margin-bottom:0cm;margin-bottom:.0001pt;line-height:
normal">
<b><span style="font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";color:black;mso-ansi-language:EN-US">Organizers</span></b><span style="font-size:12.0pt;font-family:"Times New Roman",serif;mso-fareast-font-family:
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