A memory trick for faster graph neural nets?

The world of graph neural networks (GNNs) has become a playground for machines that learn from relationships—the way friends influence each other, the way molecules connect, the way papers cite one another. But teaching a machine to aggregate all those neighborhood signals is not just a math problem; it’s a memory problem. Training GNNs requires…

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When Equations Bend Directions and Time in Unexpected Ways

Beyond Uniformity: The Challenge of Anisotropic Evolution In the world of mathematical physics, equations often serve as the language describing how things change—how heat diffuses, how fluids flow, or how populations evolve. But what happens when the medium itself refuses to behave uniformly? When the rules of change differ depending on direction, and the evolution…

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Do AI Word Problems Truly Make Sense in Class?

Do AI Word Problems Truly Make Sense in Class? The idea that a clever chatbox could tutor a kid through a math chapter has a certain sci‑fi glow to it. Yet the newest wave of large language models—think ChatGPT, GPT‑4, and their kin—run on very human temptations: pattern recognition, fast memos, and the illusion of…

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A Hybrid Tracker That Sees Bursts in Geopolitical News

When data about geopolitical events pours in from news feeds, it feels less like a tidy spreadsheet and more like a flickering candle—weeks of quiet glow punctuated by sudden bursts of flame. That’s the quotidien reality of tracking conflict dynamics: most weeks register zero events, while a minority explode into counts that overwhelm naïve forecasts….

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Fast Solar Eruptions Reveal the Hidden Scale of SEPs

The sun periodically blasts out coronal mass ejections, colossal eruptions that fling plasma and magnetic fields into interplanetary space. Most of the time we can ride out these storms, but when a halo CME slams toward Earth it can accelerate particles to near light speed, creating solar energetic particle events that risk satellites, astronauts, and…

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Breast screening gaps mapped by data, not guesswork

Breast cancer screening saves lives when it happens on time, but access to screening is not evenly distributed. A team at the University of Tennessee Health Science Center, across its Center for Biomedical Informatics and allied departments, has stitched together a map of the United States that shows where screening rates cluster high or low…

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A Short Video’s Long Shadow on Global Networks

The digital planet is wired with tiny accelerators of attention: 15-second clips that leap from feed to feed, across platforms and languages. A video’s journey isn’t just about one platform; it’s a web of echoes across Douyin, Kuaishou, Xigua, Toutiao, and Bilibili. A new study asks not just how many views a video racks up…

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A Tiny Aluminum Wire Unleashes a Quantum Leap in JJs

The team behind this work hails from CNRS and a constellation of French and Spanish institutions. At the Laboratoire de Physique de la Matière Condensée (LPMC) within École Polytechnique and the Institut Polytechnique de Paris, researchers led by Loïc Bretheau and Jean-Damien Pillet have devised a fresh, all aluminum route to Josephson junctions that host…

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