Two-Graph Insplitting Reveals Hidden Conjugacy in 2D Shifts

Two-dimensional shifts of finite type are like sprawling mosaics where each tile carries a rule about its neighbors. The math of these systems is famously slippery: local constraints produce global patterns, and two seemingly different viewpoints can describe the same dynamical universe in surprising ways. In a bold, multi-institution collaboration, Samantha Brooker, Priyanga Ganesan, Elizabeth…

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Self-Driving Cars’ Secret Weapon: Smarter Point Cloud Queries

Autonomous vehicles are essentially sophisticated robots navigating a chaotic human world. They accomplish this breathtaking feat by constantly collecting and analyzing massive amounts of data from their surroundings, primarily in the form of point clouds—trillions of 3D points representing objects and surfaces. This data is the raw material for everything from collision avoidance to traffic…

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Light’s Hidden Hand Shapes Quantum Patterns Without a Twist

When Light Becomes the Architect of Quantum Landscapes In the world of two-dimensional materials, a subtle twist can unlock extraordinary physics. By rotating atomically thin layers of semiconductors just a few degrees, researchers have discovered a playground of exotic phenomena—from unconventional superconductivity to correlated insulators. This magic lies in the moiré pattern, a delicate interference…

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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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AI’s New Trick: Predicting Lightning Strikes Before They Happen

The crackle of electricity in the air, the sudden flash, the deafening roar – lightning strikes are terrifyingly unpredictable. But what if we could see them coming? A team of researchers, using innovative multiscale modeling, has made significant strides in understanding and predicting positive corona discharges, the electrical precursors to lightning. Unveiling the Secrets of…

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A New Math Proof Unlocks Secrets of Complex Spaces

Imagine a landscape sculpted not of earth and stone, but of intricate mathematical structures. This is the realm of complex manifolds, spaces that blend the familiar geometry of our world with the added twist of complex numbers. These spaces are crucial in understanding fundamental aspects of physics and topology, yet their hidden properties remain elusive….

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