An AI Ensemble Rewrites How We Tag Knowledge

Libraries are the great equalizers of the information age, but the avalanche of digitally published material has turned tagging into a moving target. If you’ve ever hunted for a paper, a chapter, or a dataset, you know the friction: you’re searching not just for exact titles but for the threads that connect ideas across disciplines,…

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When Fluids Decide to Split and Diffuse

In a laboratory in Beijing and another in Shenzhen, a team of mathematicians and physicists set out to choreograph a very stubborn waltz: how a compressible, heat-bearing fluid with two immiscible phases can phase-separate, form diffusion interfaces, and evolve over time without spiraling into chaos. Their instrument of choice wasn’t a telescope or a centrifuge…

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A digital brain that streams data from detectors

In the noisy, high-stakes world of nuclear physics, detectors are more than sensors. They’re tremulous listeners that emit streams of tiny signals when atoms rearrange, ions crash, or photons whisper from a gamma-ray shower. The critical trick is not just catching a single flash accurately, but handling thousands of signals in parallel, every nanosecond counting….

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How Many Positive Coefficients Guarantee a Positive Modular Form?

Imagine a mathematical object, a modular form, whose coefficients are like the echoes of a hidden musical score. These coefficients, integers representing quantities from partitions to quadratic forms, are crucial to understanding the form’s deep mathematical structure. But what if, instead of carefully calculating each coefficient, we could establish that a modular form’s coefficients are…

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Could Topology Close Sim2Real Gaps in 3D Data?

Three-dimensional point clouds are the modern handwriting of the physical world. They’re how robots “see” a coffee mug, how autonomous cars understand a curb, how AR systems map a room for your next meeting. Yet there’s a stubborn snag: what the machine learns from pristine synthetic shapes often stops translating when it faces the messy,…

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