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WINGS_radio$50 AI Model Challenges OpenAI’s o1 and Industry Economics (excerpted from Shelly Palmer email)<a href="https://mastodon.social/tags/Researchers" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Researchers</a> from Stanford and the University of Washington have <a href="https://mastodon.social/tags/trained" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#trained</a> an <a href="https://mastodon.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#AI</a> “reasoning” <a href="https://mastodon.social/tags/model" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#model</a> for less than $50 in cloud compute credits. Their model, s1, rivals OpenAI’s o1 and DeepSeek’s R1 in math and coding benchmarks, raising serious questions about AI commoditization. <a href="https://mastodon.social/tags/OpenAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#OpenAI</a> <a href="https://mastodon.social/tags/Deepseek" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Deepseek</a> <a href="https://mastodon.social/tags/rival" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#rival</a> <a href="https://mastodon.social/tags/cheap" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#cheap</a><a href="https://shellypalmer.com/blog/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://shellypalmer.com/blog/</a>

JMLR'Transfer Learning with Uncertainty Quantification: Random Effect Calibration of Source to Target (RECaST)', by Jimmy Hickey, Jonathan P. Williams, Emily C. Hector.<a href="http://jmlr.org/papers/v25/22-1369.html" target="_blank" rel="nofollow noopener noreferrer" translate="no">http://jmlr.org/papers/v25/22-1369.html</a> <a href="https://sigmoid.social/tags/models" class="mention hashtag" rel="tag">#models</a> <a href="https://sigmoid.social/tags/prediction" class="mention hashtag" rel="tag">#prediction</a> <a href="https://sigmoid.social/tags/trained" class="mention hashtag" rel="tag">#trained</a>

Susan Larson ♀️🏳️‍🌈🏳️‍⚧️🌈<a href="https://mastodon.online/tags/Florida" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Florida</a> <a href="https://mastodon.online/tags/educators" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#educators</a> <a href="https://mastodon.online/tags/trained" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#trained</a> to <a href="https://mastodon.online/tags/teach" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#teach</a> <a href="https://mastodon.online/tags/students" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#students</a> <a href="https://mastodon.online/tags/ChristianNationalism" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ChristianNationalism</a> Thousands of <a href="https://mastodon.online/tags/Florida" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Florida</a> <a href="https://mastodon.online/tags/teachers" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#teachers</a>, <a href="https://mastodon.online/tags/lured" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#lured</a> by <a href="https://mastodon.online/tags/cash" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#cash</a> <a href="https://mastodon.online/tags/stipends" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#stipends</a>, have attended <a href="https://mastodon.online/tags/trainings" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#trainings</a> featuring these <a href="https://mastodon.online/tags/materials" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#materials</a>. <a href="https://mastodon.online/tags/Women" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Women</a> <a href="https://mastodon.online/tags/Transgender" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Transgender</a> <a href="https://mastodon.online/tags/LGBTQ" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#LGBTQ</a> <a href="https://mastodon.online/tags/LGBTQIA" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#LGBTQIA</a> <a href="https://mastodon.online/tags/Conservatives" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Conservatives</a> <a href="https://mastodon.online/tags/Extremism" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Extremism</a> <a href="https://mastodon.online/tags/Fascism" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Fascism</a> <a href="https://mastodon.online/tags/Religion" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Religion</a> <a href="https://mastodon.online/tags/RepublicanParty" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#RepublicanParty</a> <a href="https://mastodon.online/tags/Hate" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Hate</a> <a href="https://mastodon.online/tags/Bigotry" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Bigotry</a> <a href="https://mastodon.online/tags/Violence" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Violence</a> <a href="https://mastodon.online/tags/Genocide" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Genocide</a> <a href="https://mastodon.online/tags/Discrimination" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Discrimination</a> <a href="https://mastodon.online/tags/AntiSemitism" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#AntiSemitism</a> <a href="https://mastodon.online/tags/Homophobia" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Homophobia</a> <a href="https://mastodon.online/tags/Misogyny" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Misogyny</a> <a href="https://mastodon.online/tags/Racism" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Racism</a> <a href="https://mastodon.online/tags/Transphobia" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Transphobia</a> <a href="https://mastodon.online/tags/WhiteSupremacy" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WhiteSupremacy</a> <a href="https://mastodon.online/tags/EmptyThePews" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#EmptyThePews</a> <a href="https://mastodon.online/tags/RevisionistHistory" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#RevisionistHistory</a><a href="https://popular.info/p/exclusive-florida-educators-trained" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://popular.info/p/exclusive-florida-educators-trained</a>

Susan Larson ♀️🏳️‍🌈🏳️‍⚧️🌈"<a href="https://mastodon.online/tags/BooksSaveLivesAct" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#BooksSaveLivesAct</a> introduced in US Congress. The proposed law labels book bans as <a href="https://mastodon.online/tags/federal" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#federal</a> <a href="https://mastodon.online/tags/civilrights" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#civilrights</a> <a href="https://mastodon.online/tags/violations" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#violations</a> and ensures <a href="https://mastodon.online/tags/students" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#students</a>' <a href="https://mastodon.online/tags/access" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#access</a> to <a href="https://mastodon.online/tags/materials" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#materials</a> and <a href="https://mastodon.online/tags/trained" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#trained</a> <a href="https://mastodon.online/tags/librarians" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#librarians</a> in <a href="https://mastodon.online/tags/school" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#school</a> <a href="https://mastodon.online/tags/libraries" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#libraries</a>, and provides support to districts to counter book challenges."<a href="https://mastodon.online/tags/Women" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Women</a> <a href="https://mastodon.online/tags/Transgender" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Transgender</a> <a href="https://mastodon.online/tags/LGBTQ" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#LGBTQ</a> <a href="https://mastodon.online/tags/LGBTQIA" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#LGBTQIA</a> <a href="https://mastodon.online/tags/DemocraticParty" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#DemocraticParty</a> <a href="https://mastodon.online/tags/Allies" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Allies</a> <a href="https://mastodon.online/tags/Conservatives" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Conservatives</a> <a href="https://mastodon.online/tags/Extremism" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Extremism</a> <a href="https://mastodon.online/tags/Fascism" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Fascism</a> <a href="https://mastodon.online/tags/RepublicanParty" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#RepublicanParty</a> <a href="https://mastodon.online/tags/Hate" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Hate</a> <a href="https://mastodon.online/tags/Bigotry" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Bigotry</a> <a href="https://mastodon.online/tags/Violence" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Violence</a> <a href="https://mastodon.online/tags/Genocide" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Genocide</a> <a href="https://mastodon.online/tags/Discrimination" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Discrimination</a> <a href="https://mastodon.online/tags/Transphobia" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Transphobia</a> <a href="https://mastodon.online/tags/ThePartyOfHate" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ThePartyOfHate</a> <a href="https://bookriot.com/books-save-lives-act-introduced-to-us-congress/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://bookriot.com/books-save-lives-act-introduced-to-us-congress/</a>

JMLR'PaLM: Scaling Language Modeling with Pathways', by Aakanksha Chowdhery et al.<a href="http://jmlr.org/papers/v24/22-1144.html" target="_blank" rel="nofollow noopener noreferrer" translate="no">http://jmlr.org/papers/v24/22-1144.html</a> <a href="https://sigmoid.social/tags/trained" class="mention hashtag" rel="tag">#trained</a> <a href="https://sigmoid.social/tags/shot" class="mention hashtag" rel="tag">#shot</a> <a href="https://sigmoid.social/tags/benchmarks" class="mention hashtag" rel="tag">#benchmarks</a>

Published papers at TMLRSemantic Self-adaptation: Enhancing Generalization with a Single SampleSherwin Bahmani, Oliver Hahn, Eduard Zamfir, Nikita Araslanov, Daniel Cremers, Stefan RothAction editor: Wei Liu.<a href="https://openreview.net/forum?id=ILNqQhGbLx" target="_blank" rel="nofollow noopener noreferrer" translate="no">https://openreview.net/forum?id=ILNqQhGbLx</a><a href="https://sigmoid.social/tags/regularization" class="mention hashtag" rel="tag">#regularization</a> <a href="https://sigmoid.social/tags/normalization" class="mention hashtag" rel="tag">#normalization</a> <a href="https://sigmoid.social/tags/trained" class="mention hashtag" rel="tag">#trained</a>

New Submissions to TMLROn the special role of class-selective neurons in early training<a href="https://openreview.net/forum?id=JaNlH6dZYk" target="_blank" rel="nofollow noopener noreferrer" translate="no">https://openreview.net/forum?id=JaNlH6dZYk</a><a href="https://sigmoid.social/tags/neuron" class="mention hashtag" rel="tag">#neuron</a> <a href="https://sigmoid.social/tags/neurons" class="mention hashtag" rel="tag">#neurons</a> <a href="https://sigmoid.social/tags/trained" class="mention hashtag" rel="tag">#trained</a>

Published papers at TMLRAssisted Learning for Organizations with Limited Imbalanced DataCheng Chen, Jiaying Zhou, Jie Ding, Yi ZhouAction editor: Tie-Yan Liu.<a href="https://openreview.net/forum?id=SEDWlhcFWA" target="_blank" rel="nofollow noopener noreferrer" translate="no">https://openreview.net/forum?id=SEDWlhcFWA</a><a href="https://sigmoid.social/tags/assisting" class="mention hashtag" rel="tag">#assisting</a> <a href="https://sigmoid.social/tags/training" class="mention hashtag" rel="tag">#training</a> <a href="https://sigmoid.social/tags/trained" class="mention hashtag" rel="tag">#trained</a>

Published papers at TMLRFASTRAIN-GNN: Fast and Accurate Self-Training for Graph Neural NetworksAmrit Nagarajan, Anand Raghunathan<a href="https://openreview.net/forum?id=1IYJfwJtjQ" target="_blank" rel="nofollow noopener noreferrer" translate="no">https://openreview.net/forum?id=1IYJfwJtjQ</a><a href="https://sigmoid.social/tags/supervised" class="mention hashtag" rel="tag">#supervised</a> <a href="https://sigmoid.social/tags/trained" class="mention hashtag" rel="tag">#trained</a> <a href="https://sigmoid.social/tags/gnn" class="mention hashtag" rel="tag">#gnn</a>

New Submissions to TMLRFASTRAIN-GNN: Fast and Accurate Self-Training for Graph Neural Networks<a href="https://openreview.net/forum?id=1IYJfwJtjQ" target="_blank" rel="nofollow noopener noreferrer" translate="no">https://openreview.net/forum?id=1IYJfwJtjQ</a><a href="https://sigmoid.social/tags/trained" class="mention hashtag" rel="tag">#trained</a> <a href="https://sigmoid.social/tags/supervised" class="mention hashtag" rel="tag">#supervised</a> <a href="https://sigmoid.social/tags/gnn" class="mention hashtag" rel="tag">#gnn</a>

Published papers at TMLRSMILE: Sample-to-feature Mixup for Efficient Transfer LearningXingjian Li, Haoyi Xiong, Cheng-zhong Xu, Dejing Dou<a href="https://openreview.net/forum?id=czgMCpvrDM" target="_blank" rel="nofollow noopener noreferrer" translate="no">https://openreview.net/forum?id=czgMCpvrDM</a><a href="https://sigmoid.social/tags/cnn" class="mention hashtag" rel="tag">#cnn</a> <a href="https://sigmoid.social/tags/trained" class="mention hashtag" rel="tag">#trained</a> <a href="https://sigmoid.social/tags/smile" class="mention hashtag" rel="tag">#smile</a>

Published papers at TMLRGradient-adjusted Incremental Target Propagation Provides Effective Credit Assignment in Deep Neu...Sander Dalm, Nasir Ahmad, Luca Ambrogioni, Marcel van Gerven<a href="https://openreview.net/forum?id=Lx19EyKX77" target="_blank" rel="nofollow noopener noreferrer" translate="no">https://openreview.net/forum?id=Lx19EyKX77</a><a href="https://sigmoid.social/tags/backpropagation" class="mention hashtag" rel="tag">#backpropagation</a> <a href="https://sigmoid.social/tags/synaptic" class="mention hashtag" rel="tag">#synaptic</a> <a href="https://sigmoid.social/tags/trained" class="mention hashtag" rel="tag">#trained</a>

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