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<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">Dear valued colleagues,<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">We will be organizing the <b>2nd Workshop on Mental Effort</b> on <b>September 9-10, 2021</b> (see details below). Our workshop will be held virtually and the
registration is free of charge:</span><span style="font-size:10.0pt;font-family:Helvetica;color:black"><a href="https://sites.google.com/view/mental-effort"><i><span lang="EN-US">https://sites.google.com/view/mental-effort</span></i></a></span><i><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> (</span></i><span style="font-size:10.0pt;font-family:Helvetica;color:black"><a href="https://twitter.com/EffortMental"><i><span lang="EN-US">@EffortMental</span></i></a></span><i><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">).</span></i><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">You are most welcome to submit a poster and/or attend our workshop. We would also be grateful if you could forward this call to your colleagues, or anyone else
who you think would be interested in attending the workshop. Registrants will have the opportunity to submit a motivational statement for participating in hands-on modeling tutorials covering a variety of techniques, including symbolic architecture & connectionist
modeling, non-parametric Bayesian methods, dynamical systems, as well as reinforcement learning. Poster abstracts (2000 characters) can be submitted to present related research.<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">Thank you very much for your support!<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">Best regards on behalf of the organizers,<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">Maria Wirzberger<o:p></o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> </span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"><o:p></o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> </span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"><o:p></o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> </span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"><o:p></o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> </span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"><o:p></o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">ANNOUNCEMENT AND CALL FOR POSTERS</span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"><o:p></o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> </span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"><o:p></o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">Second Workshop on Mental Effort </span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">September 9-10, 2021 (Virtual Meeting)<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">Website: </span><span style="font-size:10.0pt;font-family:Helvetica;color:black"><a href="https://sites.google.com/view/mental-effort"><span lang="EN-US">https://sites.google.com/view/mental-effort</span></a></span><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">Twitter: </span><span style="font-size:10.0pt;font-family:Helvetica;color:black"><a href="https://twitter.com/EffortMental"><span lang="EN-US">@EffortMental</span></a></span><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">Contact email: <a href="mailto:mental.effort.meeting@gmail.com">mental.effort.meeting@gmail.com</a><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">======= Important Dates ======= </span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">Registration (main conference and tutorials): July 15, 2021<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">Submission of 2000 character abstract for posters: July 15, 2021<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">Decision of acceptance: July 29, 2021<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">Workshop: September 9-10, 2021<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">======= Call for abstracts =======</span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">Are you working on a project or thesis related to mental effort and want to discuss your ideas? If so, we are inviting you to present a poster during our virtual
poster session. <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">To apply, please submit a 2000 character abstract as a part of the registration form:<br>
</span><span style="font-size:10.0pt;font-family:Helvetica;color:black"><a href="https://sites.google.com/view/mental-effort/submit-a-poster"><span lang="EN-US">https://sites.google.com/view/mental-effort/submit-a-poster</span></a></span><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">======= Scope and Goal of the Workshop ======= </span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">We can all feel exhausted after a day of work, even if we have spent it sitting at a desk. The intuitive concept of mental effort pervades virtually all domains
of human information processing and has become an indispensable ingredient for general theories of cognition. However, inconsistent use of the term across cognitive sciences, including cognitive psychology, education, human-factors engineering and artificial
intelligence, makes it one of the least well-defined theoretical constructs across fields.<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">A number of recent approaches lay the foundation for a consensus by offering formal accounts of mental effort. Yet, reaching a multifield-wide consensus on the
operationalization of mental effort will require cross-talk between different empirical and computational approaches, including symbolic architectures, non-parametric Bayesian statistics and neural networks. The purpose of this two-day workshop is to review
and integrate these emerging perspectives. <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">To achieve this goal, we invited experts in these fields to present an accessible summary of their research, and allocate ample time for dialogue and audience
participation across a full day of hands-on tutorials, two panel discussions, and a poster session. <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">Key questions of discussion will include (but are not limited to):<o:p></o:p></span></p>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal" style="color:black;mso-list:l3 level1 lfo1"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica">What are the experimental phenomena that lay a foundation for theories of mental effort?<o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l3 level1 lfo1"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica">What is the common ground in operationalizing mental effort across different domains of cognitive science?<o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l3 level1 lfo1"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica">Which modeling approach(es) is (are) best suited to answer which questions regarding mental effort?<o:p></o:p></span></li></ul>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">The workshop is specifically designed to attract scholars with expertise in different modeling frameworks who seek to expand their interest to other methodologies. <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">======= List of Tutorials </span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">(Day 1, September 9, 2021)<b> =======</b><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica">An Introduction to ACT-R </span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica"><br>
(Maria Wirzberger, University of Stuttgart)<o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica">An Introduction to Neural Network Modeling </span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica"><br>
(Sebastian Musslick, Princeton University)<o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica">Analyzing Decision Making and Reinforcement Learning Data With HDDM </span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica"><br>
(Mads Lund Pedersen, University of Oslo)<o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica">Bayesian Models in Brain Science </span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica"><br>
(Andra Geana, Brown University)<o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica">Individual Differences Data Analysis With STAN</span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica"> <br>
(Laura Bustamante, Princeton University)<o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica">Computational Models of Human Gaze Data</span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica"> <br>
(Angela Radulescu, New York University)<o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica">Network Dynamic Modeling of Cognitive Control</span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica"> <o:p></o:p></span></li></ul>
<p class="MsoNormal" style="text-indent:35.4pt"><span style="font-size:10.0pt;font-family:Helvetica;color:black">(Anastasia Bizyaeva, Princeton University)<o:p></o:p></span></p>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal" style="color:black;mso-list:l0 level1 lfo3"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica">Psyneulink: A Block Modeling Environment for Building Models of Brain Function</span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica"> <br>
(Jonathan D. Cohen, Princeton University)<o:p></o:p></span></li></ul>
<p class="MsoNormal"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> </span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"><o:p></o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> </span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"><o:p></o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">======= List of Speakers </span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">(Day 2, September 10, 2021)<b>=======</b><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<ul style="margin-top:0cm" type="disc">
<li class="MsoNormal" style="color:black;mso-list:l2 level1 lfo4"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica">Andrew Caplin (New York University)<o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l2 level1 lfo4"><span style="font-size:10.0pt;font-family:Helvetica">Anne Collins (UC Berkeley)<o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l2 level1 lfo4"><span style="font-size:10.0pt;font-family:Helvetica">Roshan Cools (Radboud University)<o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l2 level1 lfo4"><span style="font-size:10.0pt;font-family:Helvetica">Thomas Goschke (TU Dresden)<o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l2 level1 lfo4"><span style="font-size:10.0pt;font-family:Helvetica">Clay Holroyd (Ghent University)<o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l2 level1 lfo4"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica">Candace Raio (New York University)<o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l2 level1 lfo4"><span style="font-size:10.0pt;font-family:Helvetica">Lynne Reder (Carnegie Mellon University)<o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l2 level1 lfo4"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica">Christopher Wickens (formerly University of Illinois at Urbana-Champaign)<o:p></o:p></span></li></ul>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">======= Sponsors =======</span></b><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black">The 2nd Workshop on Mental Effort is possible thanks to the support of the William K. and Katherine W. Estes Fund which is jointly overseen by the Association
for Psychological Science and the Psychonomic Society. We would like to thank our sponsors for their generous support.<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:10.0pt;font-family:Helvetica;color:black"> <o:p></o:p></span></p>
<div>
<p class="MsoNormal"><span lang="EN-US" style="font-size:9.0pt;font-family:Helvetica;color:black">---<br>
<br>
Jun.-Prof. Dr. Maria Wirzberger<o:p></o:p></span></p>
<p class="MsoNormal"><i><span lang="EN-US" style="font-size:9.0pt;font-family:Helvetica;color:black">Tenure-track faculty for teaching and learning with intelligent systems<o:p></o:p></span></i></p>
<p class="MsoNormal"><i><span lang="EN-US" style="font-size:9.0pt;font-family:Helvetica;color:black">Department director<o:p></o:p></span></i></p>
<p class="MsoNormal"><i><span lang="EN-US" style="font-size:9.0pt;font-family:Helvetica;color:black"><o:p> </o:p></span></i></p>
<p class="MsoNormal"><i><span lang="EN-US" style="font-size:9.0pt;font-family:Helvetica;color:black">Spokesperson of the
</span></i><a href="https://www.cyber-valley.de/en/news/engaging-in-critical-reflection-on-intelligent-systems"><i><span lang="EN-US" style="font-size:9.0pt;font-family:Helvetica">“Interchange Forum for Reflecting on Intelligent Systems”</span></i></a><i><span lang="EN-US" style="font-size:9.0pt;font-family:Helvetica;color:black">
(IRIS) <o:p></o:p></span></i></p>
<p class="MsoNormal"><span lang="EN-US" style="font-size:9.0pt;font-family:Helvetica;color:black"><br>
University of Stuttgart<br>
Institute of Educational Science<br>
Dept. of Teaching and Learning with Intelligent Systems<o:p></o:p></span></p>
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<p class="MsoNormal"><span lang="EN-US" style="font-size:9.0pt;font-family:Helvetica;color:black">Geschwister-Scholl-Str. 24D<br>
70174 Stuttgart, Germany<br>
<br>
LEAD Graduate School & Research Network <br>
Max Planck Institute for Intelligent Systems<br>
<br>
Office: 3.351<br>
Phone: +49 711 685 - 81176<br>
Email: </span><a href="mailto:maria.wirzberger@ife.uni-stuttgart.de"><span lang="EN-US" style="font-size:9.0pt;font-family:Helvetica">maria.wirzberger@ife.uni-stuttgart.de</span></a><span lang="EN-US" style="font-size:9.0pt;font-family:Helvetica;color:black">
<br>
Web: </span><a href="https://www.ife.uni-stuttgart.de/en/llis/"><span lang="EN-US" style="font-size:9.0pt;font-family:Helvetica">https://www.ife.uni-stuttgart.de/en/llis/</span></a><span lang="EN-US" style="font-size:9.0pt;font-family:Helvetica;color:black">
| </span><a href="https://maria-wirzberger.de"><span lang="EN-US" style="font-size:9.0pt;font-family:Helvetica">https://maria-wirzberger.de</span></a><span style="font-size:9.0pt;font-family:Helvetica;color:black">
</span><span lang="EN-US"><o:p></o:p></span></p>
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