When Graphs Learn to Spot the Unseen in Open Worlds

Graphs are the hidden streets of modern AI: social networks where friends connect, citation maps where topics cross-pollinate, product graphs where shoppers discover new things. In these networks, the challenge isn’t just to classify a node, but to tell when a node doesn’t fit the pattern of anything the system has seen before. That’s the…

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Heat Waves in the Age of AI Weather Forecasts

Extreme heat is not just a meteorology problem; it’s a public health deadline. When thermometers surge, people suffer—especially the most vulnerable in cities with aging power grids, crowded housing, or limited access to cooling. As climate change nudges heat waves toward longer durations and higher peaks, forecasts become lifelines: they guide hospital preparations, energy management,…

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Can Turbo Decoding Save Quantum Memories from Hook Errors?

In the quantum world, errors aren’t just annoying bugs. They’re stubborn fingerprints that cling to qubits, drift through circuits, and threaten to erase the delicate information quantum memory stores. When researchers talk about stabilizer measurements, they’re describing a concerted effort to keep the music in tune—detecting missteps and correcting them before the melody collapses into…

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Can AI Judge Open Ended Law Exams

The wave of big language models has carried with it a lot of bravado about what machines can do—and how quickly they can do it. But in classrooms and law offices alike, a quieter question has been gathering steam: can artificial intelligences judge complex, open‑ended work the way humans do? A team from Maritaca AI…

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When Graphs Learn to Share Without Revealing Secrets

The world of data is hardly a single, tidy map. It looks more like a constellation: nodes representing people, institutions, or transactions, connected by threads that carry information, risk, or influence. In many real networks those threads aren’t evenly friendly. Some neighborhoods tilt toward similarity, while others are built on cross currents. That pattern, where…

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Energy Signals Unmask Odd Nodes in Mixed-Graph Webs

Graphs are the scuffed, sprawling maps of the modern information era. They stitch together people, papers, products, and places with threads that can carry tone, time, and intention. But the real world isn’t tidy. It throws curveballs in the form of out-of-distribution, or OOD, nodes—points that don’t quite fit the patterns the model was trained…

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Your Wrist May Whisper Your Hidden Stress Signals

When your heart races at the sight of a looming deadline, or your palms sweat during a tense meeting, your body is marching to the unwelcome drumbeat of autonomic arousal. Scientists have long known that stress triggers a cascade inside us—the sympathetic alarm bells ring, the heart rate tightens, and tiny signals ripple through the…

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When B Mesons Speak, Rare Baryons Tell a Tale?

In the heart of CERN’s sprawling accelerator complex, protons collide with ferocity, and the universe reveals its tiniest secrets in flashes of light and spray of particles. The LHCb experiment isn’t chasing the famous Higgs particle this time; it’s listening for whispers from quarks—the fundamental building blocks of matter—that rarely survive long enough to become…

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Who covers the globe when skies host networks?

In a world where a satellite can beam VPN-level upgrades to a smartphone, the future of connectivity depends on more than just faster chips or clever apps. It hinges on a big question: how do you design a network that spans space, air, and ground—three very different kinds of reality—without losing track of who talks…

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