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<p class="MsoNormal"><span style="font-size:11.0pt;color:#212121">Dear colleagues,<span class="apple-converted-space"> </span></span><span style="color:#212121"><o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(33, 33, 33);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:#212121"> </span><span style="color:#212121"><o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(33, 33, 33);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:#212121">We’re writing to announce the workshop on<span class="apple-converted-space"> </span><b>Intrinsically Motivated Open-ended Learning</b><span class="apple-converted-space"> </span>(IMOL) at<span class="apple-converted-space"> </span></span><span class="outlook-search-highlight"><span style="color:#212121">NeurIPS</span></span><span class="apple-converted-space"><span style="font-size:11.0pt;color:#212121"> </span></span><span style="font-size:11.0pt;color:#212121">2024!
Please see below for more information about the workshop and submission process.</span><span style="color:#212121"><o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(33, 33, 33);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:#212121"> </span><span style="color:#212121"><o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(33, 33, 33);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<b><span style="font-size:11.0pt;color:#212121">Website</span></b><span style="font-size:11.0pt;color:#212121">:<span class="apple-converted-space"> </span><a href="https://imol-workshop.github.io/" title="https://imol-workshop.github.io/"><span style="color:#0078D7">https://imol-workshop.github.io</span></a></span><span style="color:#212121"><o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(33, 33, 33);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:#212121"> </span><span style="color:#212121"><o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(33, 33, 33);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<b><span style="font-size:11.0pt;color:#212121">Important dates:</span></b><span style="color:#212121"><o:p></o:p></span></p>
<ul style="margin-top:0in;caret-color: rgb(33, 33, 33);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-stroke-width: 0px;word-spacing:0px" type="disc">
<li class="MsoListParagraph" style="color:#212121;margin-top:0in;margin-bottom:0in;mso-list:l2 level1 lfo3">
<span style="font-size:11.0pt">Submission deadline: September 11, 2024</span><o:p></o:p></li><li class="MsoListParagraph" style="color:#212121;margin-top:0in;margin-bottom:0in;mso-list:l2 level1 lfo3">
<span style="font-size:11.0pt">Acceptance notification: October 14, 2024</span><o:p></o:p></li><li class="MsoListParagraph" style="color:#212121;margin-top:0in;margin-bottom:0in;mso-list:l2 level1 lfo3">
<span style="font-size:11.0pt">Workshop date: December 14 or 15, 2024 (TBD), in-person @NeurIPS 2024, Vancouver, British Columbia, Canada</span><o:p></o:p></li></ul>
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<span style="font-size:11.0pt;color:#212121"> </span><span style="color:#212121"><o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(33, 33, 33);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<b><span style="font-size:11.0pt;color:#212121">Workshop Description<span class="apple-converted-space"> </span></span></b><span style="font-size:11.0pt;color:black">(see<span class="apple-converted-space"> </span><a href="https://imol-workshop.github.io/" title="https://imol-workshop.github.io/"><span style="color:#0078D7">website</span></a><span class="apple-converted-space"> </span>for
more details)</span><span style="color:#212121"><o:p></o:p></span></p>
<p class="MsoNormal" style="margin-left:.5in;caret-color: rgb(33, 33, 33);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<i><span style="font-size:11.0pt;color:black">How do humans develop broad and flexible repertoires of knowledge and skills?
<br>
How can we design autonomous lifelong learning machines with the same abilities?<span class="apple-converted-space"> </span></span></i><span style="font-size:11.0pt;color:black"> </span><span style="color:#212121"><o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;color:black">The field of IMOL aims at the unified study of the motivational forces, learning architectures, and developmental and environmental constraints that support the development of open-ended repertoires
of skills and knowledge over learners' lifetimes. At this full-day in-person NeurIPS workshop, we will gather speakers from a wide diversity of scientific traditions, showcase on-going research via contributed talks and poster sessions, and provide networking
opportunities for research and mentorship discussions (see website for detailed program).</span><span style="color:#212121"><o:p></o:p></span></p>
<p class="MsoNormal"><b><span style="font-size:11.0pt;color:#212121"><o:p> </o:p></span></b></p>
<p class="MsoNormal"><b><span style="font-size:11.0pt;color:#212121">Submission Formats</span></b><span style="color:#212121"><o:p></o:p></span></p>
<p style="margin-bottom:10.0pt;caret-color: rgb(33, 33, 33);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:black">We welcome two categories of submissions:<o:p></o:p></span></p>
<ul style="margin-top:0in" type="disc">
<li class="MsoNormal" style="color:black;margin-top:11.0pt;mso-list:l1 level1 lfo2;vertical-align:baseline">
<span style="font-size:11.0pt">4-page</span><span class="apple-converted-space"> </span><span style="font-size:11.0pt">submissions</span><span class="apple-converted-space"> </span><span style="font-size:11.0pt">of technical contributions, benchmarks, negative</span><span class="apple-converted-space"> </span><span class="grame"><span style="font-size:11.0pt">results</span></span><span class="apple-converted-space"> </span><span style="font-size:11.0pt">and
opinion papers </span><o:p></o:p></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2;vertical-align:baseline;font-variant-ligatures: normal;font-variant-caps: normal;font-variant-alternates: normal;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-position: normal">
<span style="font-size:11.0pt">1-page tiny papers (inspired by the</span><span class="apple-converted-space"> </span><span style="font-size:11.0pt"><a href="https://iclr.cc/Conferences/2023/CallForTinyPapers" title="https://iclr.cc/Conferences/2023/CallForTinyPapers"><span style="color:#0078D7">ICLR
tiny paper initiative</span></a>) showcasing early research ideas to foster discussion and collaboration.</span><o:p></o:p></li></ul>
<p style="margin-bottom:10.0pt"><span style="font-size:11.0pt;color:black">Submissions should be on any topics relevant to Intrinsically Motivated Open-ended Learning themes across disciplines (machine learning, cognitive sciences, philosophy, psychology, and
more). Examples of relevant topics include:</span><span style="color:#212121"><o:p></o:p></span></p>
<ul style="margin-top:0in;caret-color: rgb(33, 33, 33);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-stroke-width: 0px;word-spacing:0px" type="disc">
<li class="MsoNormal" style="color:black;margin-top:11.0pt;mso-list:l1 level1 lfo2;vertical-align:baseline">
<span style="font-size:11.0pt">Intrinsic motivation in machines and animals,</span><o:p></o:p></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2;vertical-align:baseline;font-variant-ligatures: normal;font-variant-caps: normal;font-variant-alternates: normal;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-position: normal">
<span style="font-size:11.0pt">Autonomous open-ended learning (OEL),</span><o:p></o:p></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2;vertical-align:baseline;font-variant-ligatures: normal;font-variant-caps: normal;font-variant-alternates: normal;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-position: normal">
<span style="font-size:11.0pt">Autonomous goal generation,</span><o:p></o:p></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2;vertical-align:baseline;font-variant-ligatures: normal;font-variant-caps: normal;font-variant-alternates: normal;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-position: normal">
<span style="font-size:11.0pt">Self-supervised representation learning of states, actions, and skills,</span><o:p></o:p></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2;vertical-align:baseline;font-variant-ligatures: normal;font-variant-caps: normal;font-variant-alternates: normal;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-position: normal">
<span style="font-size:11.0pt">Hierarchical and goal-directed RL,</span><o:p></o:p></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2;vertical-align:baseline;font-variant-ligatures: normal;font-variant-caps: normal;font-variant-alternates: normal;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-position: normal">
<span style="font-size:11.0pt">Curriculum learning,</span><o:p></o:p></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2;vertical-align:baseline;font-variant-ligatures: normal;font-variant-caps: normal;font-variant-alternates: normal;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-position: normal">
<span style="font-size:11.0pt">Interplay between intrinsic and extrinsic motivations,</span><o:p></o:p></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2;vertical-align:baseline;font-variant-ligatures: normal;font-variant-caps: normal;font-variant-alternates: normal;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-position: normal">
<span style="font-size:11.0pt">Knowledge and skill transfer,</span><o:p></o:p></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2;vertical-align:baseline;font-variant-ligatures: normal;font-variant-caps: normal;font-variant-alternates: normal;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-position: normal">
<span style="font-size:11.0pt">Continual/lifelong learning,</span><o:p></o:p></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2;vertical-align:baseline;font-variant-ligatures: normal;font-variant-caps: normal;font-variant-alternates: normal;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-position: normal">
<span style="font-size:11.0pt">Open-ended development in children,</span><o:p></o:p></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2;vertical-align:baseline;font-variant-ligatures: normal;font-variant-caps: normal;font-variant-alternates: normal;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-position: normal">
<span style="font-size:11.0pt">Role of metacognitive representations and processes in open-ended learning,</span><o:p></o:p></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2;vertical-align:baseline;font-variant-ligatures: normal;font-variant-caps: normal;font-variant-alternates: normal;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-position: normal">
<span style="font-size:11.0pt">Playful exploration,</span><o:p></o:p></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2;vertical-align:baseline;font-variant-ligatures: normal;font-variant-caps: normal;font-variant-alternates: normal;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-position: normal">
<span style="font-size:11.0pt">Language and sociality in open-ended learning,</span><o:p></o:p></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo2;vertical-align:baseline;font-variant-ligatures: normal;font-variant-caps: normal;font-variant-alternates: normal;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-position: normal">
<span style="font-size:11.0pt">Mitigation of risks of open-ended learning,</span><o:p></o:p></li><li class="MsoNormal" style="color:black;margin-bottom:11.0pt;mso-list:l1 level1 lfo2;vertical-align:baseline;font-variant-ligatures: normal;font-variant-caps: normal;font-variant-alternates: normal;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-position: normal">
<span style="font-size:11.0pt">Philosophical and ethical implications of IMOL.</span><o:p></o:p></li></ul>
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<b><span style="font-size:11.0pt;color:black">Submission instructions:</span></b><span style="color:#212121"><o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black">Submissions must be made via</span><span class="apple-converted-space"><span style="color:black"> </span></span><span style="font-size:11.0pt;color:black"><a href="https://openreview.net/group?id=NeurIPS.cc/2024/Workshop/IMOL" title="https://openreview.net/group?id=NeurIPS.cc/2024/Workshop/IMOL"><span class="spelle"><span style="color:#1155CC">OpenReview</span></span></a>.
All submissions must be anonymized. Full submissions may be up to 4 pages long (excluding references and appendices) and use the</span><span class="apple-converted-space"><span style="color:black"> </span></span><span style="font-size:11.0pt;color:black"><a href="https://media.neurips.cc/Conferences/NeurIPS2024/Styles.zip" title="https://media.neurips.cc/Conferences/NeurIPS2024/Styles.zip"><span class="spelle"><span style="color:#1155CC">NeurIPS</span></span><span class="apple-converted-space"><span style="font-size:12.0pt;color:#1155CC"> </span></span><span style="color:#1155CC">2024
LaTeX template</span></a>. Tiny papers should be a single page (excluding references and appendices), using the same template. Appendices can be added to the main PDF. Each paper will receive two reviews, and all reviews will be double-anonymized. </span><span style="color:#212121"><o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black">Full submissions should report original research, develop novel environments or benchmarks, highlight meaningful negative results, or provide opinions and synthesis of previous works. Authors can submit concise versions
of parallel submissions to other conferences such as the</span><span class="apple-converted-space"><span style="color:black"> </span></span><span class="spelle"><span style="font-size:11.0pt;color:black">NeurIPS</span></span><span class="apple-converted-space"><span style="color:black"> </span></span><span style="font-size:11.0pt;color:black">main
conference or ICLR. We accept dual submission but discourage submitting to multiple</span><span class="apple-converted-space"><span style="color:black"> </span></span><span class="spelle"><span style="font-size:11.0pt;color:black">NeurIPS</span></span><span class="apple-converted-space"><span style="color:black"> </span></span><span style="font-size:11.0pt;color:black">workshops.</span><span style="color:#212121"><o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black">All accepted papers will be available on the workshop website, but no formal workshop proceedings will be published.</span><span style="color:#212121"><o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black">For any questions, email us at</span><span class="apple-converted-space"><span style="color:black"> </span></span><span style="font-size:11.0pt;color:black"><a href="mailto:imol.workshop@gmail.com" title="mailto:imol.workshop@gmail.com"><span style="color:#1155CC">imol.workshop@gmail.com</span></a></span><span class="apple-converted-space"><span style="color:black"> </span></span><span style="font-size:11.0pt;color:black">or
reach us on Twitter at </span><span class="apple-converted-space"><span style="color:black"> </span></span><span style="font-size:11.0pt;color:black"><a href="https://twitter.com/IMOLNeurIPS2024" title="https://twitter.com/IMOLNeurIPS2024"><span style="color:#1155CC">https://twitter.com/IMOLNeurIPS2024</span></a>!</span><span style="color:#212121"><o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black">Cheers,</span><span style="color:#212121"><o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black"> </span><span style="color:#212121"><o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black">The</span><span class="apple-converted-space"><span style="color:black"> </span></span><span class="spelle"><span style="font-size:11.0pt;color:black">IMOL@NeurIPS</span></span><span class="apple-converted-space"><span style="color:black"> </span></span><span style="font-size:11.0pt;color:black">2024
Organizing Committee</span><span style="color:#212121"><o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black"><a href="https://imol-workshop.github.io/" title="https://imol-workshop.github.io/"><span style="color:#1155CC">https://imol-workshop.github.io/</span></a></span><span style="color:#212121"><o:p></o:p></span></p>
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