Tiny controls, big boost for fluid mixing

In the quiet world of fluids, mixing is one of the oldest, messiest problems. Diffusion — the slow, patient random jiggle of molecules — loves to drag its feet. Advection, the grand stirring motion of a flow, can speed things up, but engineers and mathematicians have long faced a stubborn question: can we make mixing…

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Can Vision AI Truly See Around Every Corner?

When you snap a photo on a phone and it comes back with noise, blur, or washed-out details, you’re watching a quiet showdown between reality and its imperfect capture. Image restoration is the craft of mending that rift: turning a degraded image into something closer to what the scene actually looked like. For years, engineers…

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Can a frozen transformer still learn new moves?

In the world of artificial intelligence, bigger has often meant better. Large language models keep swelling, soaking up more data, parameters, and compute until they feel almost like a force of nature. Yet there’s a growing ache behind the thrill: how do we keep quality from exploding alongside cost? A team of researchers led by…

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Noise and the Secret Life of Quantum Randomness

The Quiet Quest for Private Randomness The quantum world loves randomness the way a streetlight loves shadows: it’s built into the fabric, not something you manufacture. If a system is prepared in a perfectly balanced way and measured with a perfectly pure instrument, some outcomes appear truly unpredictable, even to a cunning observer who might…

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The Secret of Long Range Forces and Energy Dilemmas

In the physics of many particles, energy and entropy often behave like faithful dancers who know their steps: scale with the number of dancers, N, in clean, predictable ways. In short-range systems, doubling the crowd doubles the energy, roughly speaking. But if the dancers are linked by long-range choreography, every dancer can feel every other…

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A 41-Parameter Quest to Model Pebax at Scale

In the world of materials simulations, the dream is simple: predict how a material behaves without dragging out the lab experiments. But the reality is messier. Fully detailed (all-atom) molecular dynamics can reveal how a polymer moves and interacts, yet it’s computationally heavy—like watching every grain of sand on a beach in real time. Coarse-grained…

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Spin secrets in 32Si and 29Al spark new insight

Within the tiny world of atomic nuclei, where protons and neutrons jostle in a few femtoseconds, there is a science of hidden doors and sudden shifts. Nuclei close to the N = 20 region have long fascinated physicists because tiny changes can unlock whole new ways the particles arrange themselves. In particular, some nuclei reveal…

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