Science in the age of foundation models

Science in the age of foundation models

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Science in the age of foundation models To transform scientific domains, foundation models will require physical-constraint satisfaction, uncertainty quantification, and specialized forecasting techniques that overcome data scarcity while maintaining scientific rigor. Machine learning Danielle Maddix Robinson September 26, 10:58 AM September 26, 10:58 AM Deep learnings transformative impact has become widely evident with the advent and rapid adoption of large language models (LLMs). LLMs and other so-called foundation models are potentially powerful tools for advancing a wide range […]

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How to Manage an Open Source Project?

How to Manage an Open Source Project?

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Open source software (OSS) development, grounded in principles of collaboration and transparency, is a cornerstone of the modern digital landscape. As more companies and individuals adopt this paradigm, it becomes essential for every programmer to have an understanding of how to launch and manage open source projects. In this article, we provide an overview of OSS best practices and categorization of open source software licenses. If you are looking for the basic information about the subject, read our […]

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Amazon and Carnegie Mellon University launch strategic AI Innovation Hub

Amazon and Carnegie Mellon University launch strategic AI Innovation Hub

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Amazon and Carnegie Mellon University (CMU) announced today the launch of the CMU-Amazon AI Innovation Hub, reinforcing a shared commitment to advancing cutting-edge research through academic-private sector partnerships. Amazon and Carnegie Mellon University launch strategic AI Innovation Hub The collaboration will advance research in generative AI, robotics, natural language processing and cloud computing while fostering innovation in foundational and emerging technologies. Conversational AI October 15, 08:59 AM October 15, 08:58 AM Amazon and Carnegie Mellon University (CMU) announced […]

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Google removes some AI health summaries after investigation finds “dangerous” flaws

Google removes some AI health summaries after investigation finds “dangerous” flaws

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On Sunday, Google removed some of its AI Overviews health summaries after a Guardian investigation found people were being put at risk by false and misleading information. The removals came after the newspaper found that Google’s generative AI feature delivered inaccurate health information at the top of search results, potentially leading seriously ill patients to mistakenly conclude they are in good health. Google disabled specific queries, such as “what is the normal range for liver blood tests,” after […]

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An Introduction to Mixture Models

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Preliminaries linear regression Maximum Likelihood Estimation Gaussian Distribution Conditional Distribution From Supervised to Unsupervised Learning1 We have discussed many machine learning algorithms, including linear regression, linear classification, neural network models, and e.t.c, till now. However, most of them are supervised learning, which means a teacher is leading the models to bias toward a certain task. In these problems our attention was on the probability distribution of parameters given inputs, outputs, and models:

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The Van Halen Principle: Why Bad Citations Are Actually Safety Violations

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In the 1980s, the rock band Van Halen famously included a bizarre clause in their tour rider: a bowl of M&Ms in the dressing room with absolutely no brown ones. For years, the media mocked this as the ultimate example of rock star excess. But lead singer David Lee Roth later revealed the brilliant logic behind it. It wasn’t about the candy. It was a compliance test. Van Halen’s production involved massive stages, high-voltage electronics, and heavy rigging. If the […]

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The Authorization Gap No One Wants to Talk About: Why Your API Is Probably Leaking Right Now

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I’ve spent the last eighteen months talking to engineers at companies you’d recognize—household names in fintech, healthcare, logistics. Same pattern everywhere. They’ll walk me through their authentication layers, their OAuth flows, their JWT rotation policies. Beautiful stuff. Then I ask: “So once I’m logged in as User 47, what stops me from just requesting User 48’s data?” Long pause. Someone mentions rate limiting. Someone else brings up their WAF. Nobody mentions the actual check. This is the BOLA […]

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[D] PhD students admitted in the last 5 years: did you have an interview at schools that accepted you?

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My PI at my undergrad school mentioned that getting in without an interview is very rare in ML, but I’ve heard that the opposite is actually true. I’m assuming that it may be that it has changed in the last few years given the increasingly competitive nature of admissions, so I’m curious about recent admits’ experiences. If you were admitted to an ML PhD program in the US in the last few years, especially in the T20-T30, were […]

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[D] deepseek published a new training method for scaling llms. anyone read the mhc paper?

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deepseek dropped a paper on manifold constrained hyper connections (mhc) on jan 1st. liang wenfeng is a coauthor. paper: https://www.arxiv.org/abs/2512.24880 the basic idea: as models scale, letting different parts share more information internally helps performance but causes instability. mhc constrains this sharing to preserve stability while still getting the benefits. counterpoint research called it a “striking breakthrough” for scaling. omdia analyst said it could have ripple effects across the industry. what interests me is the timing. theres been […]

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Deep-learning model predicts how fruit flies form, cell by cell

Deep-learning model predicts how fruit flies form, cell by cell

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During early development, tissues and organs begin to bloom through the shifting, splitting, and growing of many thousands of cells. A team of MIT engineers has now developed a way to predict, minute by minute, how individual cells will fold, divide, and rearrange during a fruit fly’s earliest stage of growth. The new method may one day be applied to predict the development of more complex tissues, organs, and organisms. It could also help scientists identify cell patterns […]

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