JMLR<p>'Affine Rank Minimization via Asymptotic Log-Det Iteratively Reweighted Least Squares', by Sebastian Krämer.</p><p><a href="http://jmlr.org/papers/v26/23-0943.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">http://</span><span class="ellipsis">jmlr.org/papers/v26/23-0943.ht</span><span class="invisible">ml</span></a> <br> <br><a href="https://sigmoid.social/tags/minimizers" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>minimizers</span></a> <a href="https://sigmoid.social/tags/minimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>minimization</span></a> <a href="https://sigmoid.social/tags/optimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>optimization</span></a></p>
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#minimization
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JMLR<p>'Stabilizing Sharpness-Aware Minimization Through A Simple Renormalization Strategy', by Chengli Tan, Jiangshe Zhang, Junmin Liu, Yicheng Wang, Yunda Hao.</p><p><a href="http://jmlr.org/papers/v26/24-0065.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">http://</span><span class="ellipsis">jmlr.org/papers/v26/24-0065.ht</span><span class="invisible">ml</span></a> <br> <br><a href="https://sigmoid.social/tags/sgd" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>sgd</span></a> <a href="https://sigmoid.social/tags/minimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>minimization</span></a> <a href="https://sigmoid.social/tags/renormalization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>renormalization</span></a></p>
JMLR<p>'Adjusted Expected Improvement for Cumulative Regret Minimization in Noisy Bayesian Optimization', by Shouri Hu, Haowei Wang, Zhongxiang Dai, Bryan Kian Hsiang Low, Szu Hui Ng.</p><p><a href="http://jmlr.org/papers/v26/22-0523.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">http://</span><span class="ellipsis">jmlr.org/papers/v26/22-0523.ht</span><span class="invisible">ml</span></a> <br> <br><a href="https://sigmoid.social/tags/regret" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>regret</span></a> <a href="https://sigmoid.social/tags/optimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>optimization</span></a> <a href="https://sigmoid.social/tags/minimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>minimization</span></a></p>
JMLR<p>'Triple Component Matrix Factorization: Untangling Global, Local, and Noisy Components', by Naichen Shi, Salar Fattahi, Raed Al Kontar.</p><p><a href="http://jmlr.org/papers/v25/24-0400.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">http://</span><span class="ellipsis">jmlr.org/papers/v25/24-0400.ht</span><span class="invisible">ml</span></a> <br> <br><a href="https://sigmoid.social/tags/minimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>minimization</span></a> <a href="https://sigmoid.social/tags/factorization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>factorization</span></a> <a href="https://sigmoid.social/tags/sparse" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>sparse</span></a></p>
JMLR<p>'Efficient Active Manifold Identification via Accelerated Iteratively Reweighted Nuclear Norm Minimization', by Hao Wang, Ye Wang, Xiangyu Yang.</p><p><a href="http://jmlr.org/papers/v25/23-0449.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">http://</span><span class="ellipsis">jmlr.org/papers/v25/23-0449.ht</span><span class="invisible">ml</span></a> <br> <br><a href="https://sigmoid.social/tags/minimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>minimization</span></a> <a href="https://sigmoid.social/tags/optimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>optimization</span></a> <a href="https://sigmoid.social/tags/smoothing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>smoothing</span></a></p>
JMLR<p>'Stochastic Regularized Majorization-Minimization with weakly convex and multi-convex surrogates', by Hanbaek Lyu.</p><p><a href="http://jmlr.org/papers/v25/23-0349.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">http://</span><span class="ellipsis">jmlr.org/papers/v25/23-0349.ht</span><span class="invisible">ml</span></a> <br> <br><a href="https://sigmoid.social/tags/regularization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>regularization</span></a> <a href="https://sigmoid.social/tags/regularized" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>regularized</span></a> <a href="https://sigmoid.social/tags/minimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>minimization</span></a></p>
JMLR<p>'Low-Rank Matrix Estimation in the Presence of Change-Points', by Lei Shi, Guanghui Wang, Changliang Zou.</p><p><a href="http://jmlr.org/papers/v25/22-0852.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">http://</span><span class="ellipsis">jmlr.org/papers/v25/22-0852.ht</span><span class="invisible">ml</span></a> <br> <br><a href="https://sigmoid.social/tags/matrix" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>matrix</span></a> <a href="https://sigmoid.social/tags/trace" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>trace</span></a> <a href="https://sigmoid.social/tags/minimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>minimization</span></a></p>
JMLR<p>'Sharpness-Aware Minimization and the Edge of Stability', by Philip M. Long, Peter L. Bartlett.</p><p><a href="http://jmlr.org/papers/v25/23-1285.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">http://</span><span class="ellipsis">jmlr.org/papers/v25/23-1285.ht</span><span class="invisible">ml</span></a> <br> <br><a href="https://sigmoid.social/tags/gradient" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>gradient</span></a> <a href="https://sigmoid.social/tags/minimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>minimization</span></a> <a href="https://sigmoid.social/tags/hessian" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>hessian</span></a></p>
JMLR<p>'Generalization and Stability of Interpolating Neural Networks with Minimal Width', by Hossein Taheri, Christos Thrampoulidis.</p><p><a href="http://jmlr.org/papers/v25/23-0422.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">http://</span><span class="ellipsis">jmlr.org/papers/v25/23-0422.ht</span><span class="invisible">ml</span></a> <br> <br><a href="https://sigmoid.social/tags/classifiers" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>classifiers</span></a> <a href="https://sigmoid.social/tags/generalization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>generalization</span></a> <a href="https://sigmoid.social/tags/minimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>minimization</span></a></p>
JMLR<p>'Monotonic Risk Relationships under Distribution Shifts for Regularized Risk Minimization', by Daniel LeJeune, Jiayu Liu, Reinhard Heckel.</p><p><a href="http://jmlr.org/papers/v25/22-1197.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">http://</span><span class="ellipsis">jmlr.org/papers/v25/22-1197.ht</span><span class="invisible">ml</span></a> <br> <br><a href="https://sigmoid.social/tags/misclassification" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>misclassification</span></a> <a href="https://sigmoid.social/tags/distributions" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>distributions</span></a> <a href="https://sigmoid.social/tags/minimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>minimization</span></a></p>
JMLR<p>'Lower Complexity Bounds of Finite-Sum Optimization Problems: The Results and Construction', by Yuze Han, Guangzeng Xie, Zhihua Zhang.</p><p><a href="http://jmlr.org/papers/v25/21-0264.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">http://</span><span class="ellipsis">jmlr.org/papers/v25/21-0264.ht</span><span class="invisible">ml</span></a> <br> <br><a href="https://sigmoid.social/tags/optimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>optimization</span></a> <a href="https://sigmoid.social/tags/minimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>minimization</span></a> <a href="https://sigmoid.social/tags/minimax" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>minimax</span></a></p>
yourautisticlife<p><strong>A Panic Attack May Not Be What You Think</strong></p><p>I’m going to explain to you what a panic attack is.</p><p>It does not just mean <em>experiencing a great fear or being terrified</em> irrespective of circumstances. I’ve experienced two bouts of panic attacks in my life. I had to take Xanax to counter the attacks until time worked its magic, and the attacks ceased.</p><p>A panic attack is not a feeling of panic in the face of a <em>real danger</em>. If you feel something is threatening is happening, and you feel panic, this is a <em>normal response to the threat</em>. If you can remove the threat, and your panic subsides, this is also the sign that what you are experiencing is <em>not </em>a panic attack.</p><p>“I was watching this thing on TV and I felt I was having a panic attack. Then I turned the TV off, and I was okay.”</p><p>What you were experiencing wasn’t a panic attack, it was a normal reaction to something your brain found threatening, out there, in the world.</p><p>See, a panic attack is an irrational sense of fear, when there is nothing out there that can ostensibly harm you. There is nothing that you can remove from your environment to make the panic go away. A panic attack is your body <em>thinking </em>that there’s a threat, when <em>there is no</em> threat. No amount of reassurance will make the panic attack go away, because it is irrational.</p> <p class=""><a href="https://www.yourautisticlife.com/membership-join/" rel="nofollow noopener" target="_blank">Join Us</a></p><p class=""><a href="https://www.bonfire.com/store/your-autistic-life/" rel="nofollow noopener" target="_blank">Bonfire</a> Merch</p> <p>A panic attack is very different from the first scenario I gave you above, because there is nothing short of taking medicines that will make it go away. Breathing exercises and moderate it, but they won’t eliminate it. How do I know? Again, I’ve had two bouts of panic attacks. I could look around me, and see there was nothing threatening in my environment, but my sense of panic did not go away. I could reason that there was no threat, but this rationality found no purchase in the irrationality of the panic attack.</p><p>“But I was able to make my panic go away with…”</p><p>If it was anything short of taking an anxiolytic, what you experienced was plain old <em>panic</em>, and not a <em>panic attack</em>. Using the incorrect language, and insisting that your plain old panic is a panic attack, is harmful in much the same that insisting that someone who experiences a bout of anxiety on a date is suffering from social anxiety, or that someone who is sad at the death of a pet is experiencing depression.</p><p>People normally rebound from their anxiety or their sadness. One sure sign that what you are dealing with is not social anxiety or depression is that you can easily fix the problem. People with social anxiety, for instance, will ruminate before and after the event. People experiencing depression won’t be pulled out of depression by a joke.</p><p>It is harmful in the same way that saying “we’re all a little autistic is harmful.” It is a way to minimize a real problem, a problem that cannot be merely fixed by reorganizing your world.</p><p></p><p><a rel="nofollow noopener" class="hashtag u-tag u-category" href="https://www.yourautisticlife.com/tag/anxiety/" target="_blank">#anxiety</a> <a rel="nofollow noopener" class="hashtag u-tag u-category" href="https://www.yourautisticlife.com/tag/autisticwriters/" target="_blank">#AutisticWriters</a> <a rel="nofollow noopener" class="hashtag u-tag u-category" href="https://www.yourautisticlife.com/tag/danger/" target="_blank">#danger</a> <a rel="nofollow noopener" class="hashtag u-tag u-category" href="https://www.yourautisticlife.com/tag/irrational/" target="_blank">#irrational</a> <a rel="nofollow noopener" class="hashtag u-tag u-category" href="https://www.yourautisticlife.com/tag/minimization/" target="_blank">#minimization</a> <a rel="nofollow noopener" class="hashtag u-tag u-category" href="https://www.yourautisticlife.com/tag/panic/" target="_blank">#panic</a> <a rel="nofollow noopener" class="hashtag u-tag u-category" href="https://www.yourautisticlife.com/tag/panicattack/" target="_blank">#PanicAttack</a> <a rel="nofollow noopener" class="hashtag u-tag u-category" href="https://www.yourautisticlife.com/tag/yourautisticlife/" target="_blank">#YourAutisticLife</a></p><p><a href="https://www.yourautisticlife.com/2024/02/05/a-panic-attack-may-not-be-what-you-think/" rel="nofollow noopener" target="_blank">https://www.yourautisticlife.com/2024/02/05/a-panic-attack-may-not-be-what-you-think/</a></p>
Eric's Risk Assessment<p>This is an exceptional article about <a href="https://zeroes.ca/tags/COVID" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>COVID</span></a> <a href="https://zeroes.ca/tags/risk" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>risk</span></a> <a href="https://zeroes.ca/tags/minimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>minimization</span></a> techniques. I wish I had written it. I recommend it to anyone who takes <a href="https://zeroes.ca/tags/SARS2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SARS2</span></a> <a href="https://zeroes.ca/tags/RiskManagement" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RiskManagement</span></a> seriously.</p><p>tl;dr? Here is a brief summary🧵 </p><p><a href="https://howtohideapandemic.substack.com/p/how-to-hide-a-pandemic" rel="nofollow noopener" target="_blank"><span class="invisible">https://</span><span class="ellipsis">howtohideapandemic.substack.co</span><span class="invisible">m/p/how-to-hide-a-pandemic</span></a></p><p>The article summaries the techniques of <a href="https://zeroes.ca/tags/risk" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>risk</span></a> <a href="https://zeroes.ca/tags/mininizers" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>mininizers</span></a>, who while telling you to do your own <a href="https://zeroes.ca/tags/riskAssessment" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>riskAssessment</span></a> are also engaged in *propaganda* (and I choose that word advisedly) to establish a different narrative with the objective of manufacturing consent for <a href="https://zeroes.ca/tags/massInfection" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>massInfection</span></a> </p><p>You cannot <a href="https://zeroes.ca/tags/RiskManage" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RiskManage</span></a> what you do not see, think about, talk about or measure. If you want to manage your COVID risk, you need to understand, think around & through the minimization techniques.</p><p>I wrote about this recently in my Raven Rock post, where similar techniques were used during the cold war. As a society, we have done this before, with the risk of nuclear war. And currently, with the risk of climate change.</p><p>Thank you <span class="h-card"><a href="https://kolektiva.social/@anarchademic" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>anarchademic</span></a></span> for highlighting it. I have subscribed.</p>
JMLR<p>'The Dynamics of Sharpness-Aware Minimization: Bouncing Across Ravines and Drifting Towards Wide Minima', by Peter L. Bartlett, Philip M. Long, Olivier Bousquet.</p><p><a href="http://jmlr.org/papers/v24/23-043.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">http://</span><span class="ellipsis">jmlr.org/papers/v24/23-043.htm</span><span class="invisible">l</span></a> <br> <br><a href="https://sigmoid.social/tags/minimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>minimization</span></a> <a href="https://sigmoid.social/tags/gradient" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>gradient</span></a> <a href="https://sigmoid.social/tags/optimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>optimization</span></a></p>
JMLR<p>'Near-Optimal Weighted Matrix Completion', by Oscar López.</p><p><a href="http://jmlr.org/papers/v24/22-0331.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">http://</span><span class="ellipsis">jmlr.org/papers/v24/22-0331.ht</span><span class="invisible">ml</span></a> <br> <br><a href="https://sigmoid.social/tags/matrix" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>matrix</span></a> <a href="https://sigmoid.social/tags/matrices" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>matrices</span></a> <a href="https://sigmoid.social/tags/minimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>minimization</span></a></p>
'Sparse Plus Low Rank Matrix Decomposition: A Discrete Optimization Approach', by Dimitris Bertsimas, Ryan Cory-Wright, Nicholas A. G. Johnson.
http://jmlr.org/papers/v24/21-1130.html
#sparse #minimization #optimization
Stop Minimizing People's Problems
This is another one of those moves that can easily end up being ableist as fuck.
#YourAutisticLife #ActuallyAutistic #AutisticWriters #disability #ableism #minimization #problems #dismissal
Learning Trees of $\ell_0$-Minimization Problems
'Bilevel Optimization with a Lower-level Contraction: Optimal Sample Complexity without Warm-Start', by Riccardo Grazzi, Massimiliano Pontil, Saverio Salzo.
http://jmlr.org/papers/v24/22-1043.html
#minimization #optimization #optimal
'A Parameter-Free Conditional Gradient Method for Composite Minimization under Hölder Condition', by Masaru Ito, Zhaosong Lu, Chuan He.
http://jmlr.org/papers/v24/22-0983.html
#gradient #optimization #minimization
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