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#multitask

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Tina M Casey<p>New multi-tasking windows keep rooms cooler</p><p><a href="https://mastodon.green/tags/energy" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>energy</span></a> <a href="https://mastodon.green/tags/energyefficiency" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>energyefficiency</span></a> <a href="https://mastodon.green/tags/glass" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>glass</span></a> <a href="https://mastodon.green/tags/buildings" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>buildings</span></a> <a href="https://mastodon.green/tags/architecture" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>architecture</span></a> <a href="https://mastodon.green/tags/climateaction" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>climateaction</span></a> <a href="https://mastodon.green/tags/energysaving" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>energysaving</span></a> <a href="https://mastodon.green/tags/conservation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>conservation</span></a> <a href="https://mastodon.green/tags/efficient" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>efficient</span></a> <a href="https://mastodon.green/tags/efficiency" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>efficiency</span></a> <a href="https://mastodon.green/tags/hvac" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>hvac</span></a> <a href="https://mastodon.green/tags/innovation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>innovation</span></a> <a href="https://mastodon.green/tags/research" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>research</span></a> <a href="https://mastodon.green/tags/science" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>science</span></a> <a href="https://mastodon.green/tags/window" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>window</span></a> <a href="https://mastodon.green/tags/windows" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>windows</span></a> <a href="https://mastodon.green/tags/multitask" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>multitask</span></a> <a href="https://mastodon.green/tags/multitasking" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>multitasking</span></a></p><p><a href="https://cleantechnica.com/2024/08/23/see-through-windows-make-clean-electricity-from-raindrops/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">cleantechnica.com/2024/08/23/s</span><span class="invisible">ee-through-windows-make-clean-electricity-from-raindrops/</span></a></p>
Matthias Nau<p>#11<br>In the name of all authors, a big thank you to the reviewers &amp; editors, NIMH &amp; NIH, and everyone who gave feedback!</p><p>On a personal note, I started my lab <span class="h-card" translate="no"><a href="https://social.edu.nl/@vuamsterdam" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>vuamsterdam</span></a></span> and will be hiring - Interested in <a href="https://neuromatch.social/tags/Multitask" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Multitask</span></a> studies rethinking vision, memory &amp; imagery? Please apply!</p>
Matthias Nau<p>#9<br>New, unifying concepts may be derived empirically by linking data patterns that <a href="https://neuromatch.social/tags/generalize" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>generalize</span></a> to the interaction between experimental components (<a href="https://neuromatch.social/tags/TaskDemands" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TaskDemands</span></a>).</p><p>New theories can emerge and be tested through <a href="https://neuromatch.social/tags/Multitask" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Multitask</span></a> studies unconstrained by existing taxonomies.</p>
Matthias Nau<p>#8<br>The benefits of <a href="https://neuromatch.social/tags/Multitask" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Multitask</span></a> studies are huge!</p><p>Most importantly, they allow testing the prevalent assumption of <a href="https://neuromatch.social/tags/generalization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>generalization</span></a>, yielding results with high chance of generalizing beyond the lab. What's more, they even enable the discovery of *new concepts*!</p>
Matthias Nau<p>#7<br><a href="https://neuromatch.social/tags/TaskDemands" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TaskDemands</span></a> emerge from the inherent interaction btwn experimental components (i.e. stimuli, instructions, actions).</p><p>To understand their effect, we need <a href="https://neuromatch.social/tags/Multitask" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Multitask</span></a> studies that vary multiple components and measure physiological &amp; behavioral states in naturalistic settings.</p>
Leshem Choshen<p>I hate hearing an answer without understanding why it is true<br>Wouldn't models be better in answering if they knew to give the "why"<br>Another win for data:<br><a href="https://arxiv.org/abs/2310.19019" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">arxiv.org/abs/2310.19019</span><span class="invisible"></span></a><br><a href="https://sigmoid.social/tags/NLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>NLP</span></a> <a href="https://sigmoid.social/tags/NLProc" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>NLProc</span></a> <a href="https://sigmoid.social/tags/machinelearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>machinelearning</span></a> <a href="https://sigmoid.social/tags/data" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>data</span></a> <a href="https://sigmoid.social/tags/augmentation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>augmentation</span></a> <a href="https://sigmoid.social/tags/multitask" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>multitask</span></a> <a href="https://sigmoid.social/tags/ml" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ml</span></a></p>
Andrew Drozdov<p>Neat idea. <br>---<br>RT <span class="h-card"><a href="https://sigmoid.social/@tmlrpub" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>tmlrpub</span></a></span><br>Identification of Negative Transfers in Multitask Learning Using Surrogate Models</p><p>Dongyue Li, Huy Nguyen, Hongyang Ryan Zhang.</p><p>Action editor: Tongliang Liu.</p><p><a href="https://openreview.net/forum?id=KgfFAI9f3E" rel="nofollow noopener" target="_blank"><span class="invisible">https://</span><span class="ellipsis">openreview.net/forum?id=KgfFAI</span><span class="invisible">9f3E</span></a></p><p><a href="https://sigmoid.social/tags/multitask" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>multitask</span></a> <a href="https://sigmoid.social/tags/surrogate" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>surrogate</span></a> <a href="https://sigmoid.social/tags/tasks" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>tasks</span></a><br><a href="https://twitter.com/TmlrPub/status/1638103304872906753" rel="nofollow noopener" target="_blank"><span class="invisible">https://</span><span class="ellipsis">twitter.com/TmlrPub/status/163</span><span class="invisible">8103304872906753</span></a></p>
New Submissions to TMLR<p>Identification of Negative Transfers in Multitask Learning Using Surrogate Models</p><p><a href="https://openreview.net/forum?id=KgfFAI9f3E" rel="nofollow noopener" target="_blank"><span class="invisible">https://</span><span class="ellipsis">openreview.net/forum?id=KgfFAI</span><span class="invisible">9f3E</span></a></p><p><a href="https://sigmoid.social/tags/multitask" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>multitask</span></a> <a href="https://sigmoid.social/tags/tasks" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>tasks</span></a> <a href="https://sigmoid.social/tags/unsampled" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>unsampled</span></a></p>
hammancheez<p><span class="h-card"><a href="https://mastodon.social/@atomicpoet" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>atomicpoet</span></a></span> <span class="h-card"><a href="https://musician.social/@Bitnik" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>Bitnik</span></a></span> those people are not thinking things through. minimum 4 media accts<br>1) you share with work colleagues <br>2) you share with family<br>3) you share with your online friend/interest groups<br>4) is only between you and your OnlyFans All Feet All The Time subscription </p><p>Maybe 5) for active resistance to dictatorships you happen to live in</p><p><a href="https://c.im/tags/Personas" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Personas</span></a> <a href="https://c.im/tags/Multitask" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Multitask</span></a> <a href="https://c.im/tags/Anonymity" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Anonymity</span></a></p>
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