When data goes missing, cancer clues still shine brightly

Cancer isn’t a single monolith so much as a chorus of molecular disruptions that ripple through DNA, RNA, proteins, and beyond. To understand it, researchers increasingly profile patients across multiple molecular layers—DNA methylation, gene expression, microRNA, and more—hoping to stitch together a holistic portrait. Yet in the real world, data from some layers are often…

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AI’s New Test: Can It Master Your Computer?

The digital world is a chaotic symphony of clicking, scrolling, and typing. We navigate it effortlessly, yet for artificial intelligence, even the simplest tasks can feel like scaling Mount Everest. A team of researchers from Shanghai Jiao Tong University, Xiamen University, the University of Science and Technology of China, and other leading institutions across China…

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AI’s Energy Crisis: A 3D Chip Solution

The Quiet Revolution in AI Chips Large language models (LLMs) – the brains behind conversational AI like ChatGPT – are getting bigger, more powerful, and… increasingly thirsty for energy. Think of it like this: early LLMs were like sputtering gas-guzzlers, while today’s behemoths are akin to a fleet of jumbo jets constantly needing refueling. This…

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AI’s New Math Problem: Can Logic Tame the Wild West of Weighted Computation?

Beyond the Boolean: Entering the Realm of Semiring Computation For decades, computer science has largely operated within the binary framework of Boolean logic—a world of true and false. But many real-world problems, from probabilistic reasoning to complex network analysis, demand a richer mathematical language. Enter semirings, algebraic structures that extend Boolean logic by assigning weights…

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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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Cosmic Neutrinos’ Mysterious Addresses

For years, scientists have puzzled over the origins of high-energy neutrinos, ghostly subatomic particles that rain down on Earth from the cosmos. These elusive particles carry clues about some of the most violent events in the universe, but pinpointing their sources has proven remarkably difficult. Now, a new study from researchers at INAF – Osservatorio…

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When Cancer’s Secrets Hide in Plain Sight

Unlocking Genetic Clues from Ordinary Tissue Slides In the fight against lung cancer, knowing the enemy’s genetic makeup can be the difference between life and death. Certain mutations in cancer cells—called driver mutations—act like switches that fuel tumor growth. Targeted therapies that shut off these switches have revolutionized treatment, turning what was once a grim…

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