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<p class="MsoNormal" align="center"
style="margin-bottom:16.0pt;text-align:center;
line-height:normal"><span
style="font-size:15.0pt;font-family:"Arial",sans-serif;
mso-fareast-font-family:"Times New Roman";color:black;mso-themecolor:text1;
mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:EN-GB">DeepMath
2025: Call for Abstracts</span><span
style="font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";color:black;mso-themecolor:text1;
mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:EN-GB"></span></p>
<p class="MsoNormal" style="margin-bottom:12.0pt;line-height:normal"><br>
</p>
<p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";color:black;mso-font-kerning:0pt;mso-ligatures:none;
mso-fareast-language:EN-GB">We are pleased to announce <b>DeepMath 2025</b>:
the 7th installment of the Conference for the Mathematical
Theory of Deep
Learning (<a class="moz-txt-link-abbreviated" href="http://www.deepmath-conference.com">www.deepmath-conference.com</a>). This year DeepMath will
be held at the <b>University
of Michigan in Ann Arbor Michigan</b>. We have a stellar
lineup of invited
speakers including: </span><span
style="font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-font-kerning:0pt;mso-ligatures:
none;mso-fareast-language:EN-GB"></span></p>
<p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span
style="font-family:"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";
mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:EN-GB"> </span></p>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l0 level1 lfo1;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Laura Balzano (University of Michigan)</span></li>
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l0 level1 lfo1;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Rama Chellappa (Johns Hopkins University)</span></li>
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l0 level1 lfo1;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Jelena Diakonikolas (University of Wisconsin)</span></li>
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l0 level1 lfo1;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Surbhi Goel (University of Pennsylvania)</span></li>
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l0 level1 lfo1;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Thomas Icard (Stanford University)</span></li>
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l0 level1 lfo1;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Robert Nowak (University of Wisconsin)</span></li>
</ul>
<p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span
style="font-family:"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";
mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:EN-GB"> </span></p>
<p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";color:black;mso-font-kerning:0pt;mso-ligatures:none;
mso-fareast-language:EN-GB">We are inviting researchers to present a
poster
during our poster session. Please submit your work no later than
<b>August 31,
2025</b> on OpenReview using the following
link: </span><span
style="font-family:
"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";mso-font-kerning:
0pt;mso-ligatures:none;mso-fareast-language:EN-GB"></span></p>
<p class="MsoNormal"
style="margin-bottom:0cm;text-indent:36.0pt;line-height:
normal"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;
mso-fareast-font-family:"Times New Roman";color:black;mso-font-kerning:0pt;
mso-ligatures:none;mso-fareast-language:EN-GB"> </span><span
style="font-family:"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";
mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:EN-GB"></span></p>
<p class="MsoNormal"
style="margin-bottom:0cm;text-indent:36.0pt;line-height:
normal"><span
style="font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB"><a
href="https://openreview.net/group?id=deepmath-conference.com/DeepMath/2025/Conference"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;color:#1155CC">https://openreview.net/group?id=deepmath-conference.com/DeepMath/2025/Conference</span></a></span></p>
<p class="MsoNormal"
style="margin-bottom:0cm;text-indent:36.0pt;line-height:
normal"><span
style="font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB"> </span></p>
<p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";color:black;mso-font-kerning:0pt;mso-ligatures:none;
mso-fareast-language:EN-GB">DeepMath is a highly interdisciplinary
conference
focused on understanding fundamental theory driving the success
of Deep
Learning. A principal goal of this conference is to bring
together
theoreticians working on deep learning from various disciplines
and
perspectives. We, therefore, encourage submissions from
researchers from
diverse disciplines including but not limited to</span><span
style="font-family:
"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";mso-font-kerning:
0pt;mso-ligatures:none;mso-fareast-language:EN-GB"></span></p>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l1 level1 lfo2;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Statistics</span></li>
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l1 level1 lfo2;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Physics</span></li>
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l1 level1 lfo2;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Computer science</span></li>
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l1 level1 lfo2;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Neuroscience</span></li>
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l1 level1 lfo2;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Mathematics</span></li>
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l1 level1 lfo2;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Psychology</span></li>
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l1 level1 lfo2;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Engineering</span></li>
</ul>
<p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span
style="font-family:"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";
mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:EN-GB"> </span></p>
<p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";color:black;mso-font-kerning:0pt;mso-ligatures:none;
mso-fareast-language:EN-GB">Topics may address any area of deep learning
research such as:</span><span
style="font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-font-kerning:0pt;mso-ligatures:
none;mso-fareast-language:EN-GB"></span></p>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l2 level1 lfo3;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Expressivity</span></li>
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l2 level1 lfo3;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Generalization</span></li>
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l2 level1 lfo3;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Optimization</span></li>
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l2 level1 lfo3;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Representations</span></li>
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l2 level1 lfo3;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Computation</span></li>
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l2 level1 lfo3;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Network architectures</span></li>
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l2 level1 lfo3;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Recurrent networks</span></li>
<li class="MsoNormal"
style="color:black;margin-bottom:0cm;line-height:normal;
mso-list:l2 level1 lfo3;tab-stops:list 36.0pt;vertical-align:baseline"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB">Emergent abilities like in-context learning, reasoning</span></li>
</ul>
<p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span
style="font-family:"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";
mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:EN-GB"> </span></p>
<p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";color:black;mso-font-kerning:0pt;mso-ligatures:none;
mso-fareast-language:EN-GB">To complement the many conferences with
applications and theory the focus for DeepMath will be
exclusively on the
theoretical and mechanistic understanding of the underlying
properties of
neural networks.</span><span
style="font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-font-kerning:0pt;mso-ligatures:
none;mso-fareast-language:EN-GB"></span></p>
<p class="MsoNormal"
style="margin-bottom:0cm;text-indent:36.0pt;line-height:
normal"><span
style="font-family:"Times New Roman",serif;mso-fareast-font-family:
"Times New Roman";mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:
EN-GB"> </span></p>
<p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";color:black;mso-font-kerning:0pt;mso-ligatures:none;
mso-fareast-language:EN-GB">Abstracts will not be made public (i.e., no
official proceedings), and will be doubly-blind reviewed and
selected for
quality. All poster submissions should be properly anonymized in
order to allow
for blind refereeing. <b>Submissions should be no more than 1
page</b> although
a second page may be used for references. Authors should submit
a pdf file
prepared using the <b>Latex style file available </b></span><span
style="font-family:"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";
mso-font-kerning:0pt;mso-ligatures:none;mso-fareast-language:EN-GB"><a
href="https://storage.googleapis.com/wzukusers/user-23451351/documents/5c90d93c12862PuReXwq/DeepMath_template.zip"><b><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;color:#1155CC">here</span></b></a></span><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;mso-fareast-font-family:
"Times New Roman";color:black;mso-font-kerning:0pt;mso-ligatures:none;
mso-fareast-language:EN-GB"> and should adopt all formatting, subject
headings,
font sizes, etc. defined therein. Submissions that fail to meet
the format
requirements will not be reviewed. The first author listed on
the abstract is
considered to be the presenting author. Each presenting author
may submit only
one abstract.</span><span
style="font-family:"Times New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-font-kerning:0pt;mso-ligatures:
none;mso-fareast-language:EN-GB"></span></p>
<p class="MsoNormal"> </p>
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