Robots That See Like Humans: Cracking the Code

Imagine teaching a robot to perform a simple task, like stacking blocks. You show it a few examples, and it clumsily tries to mimic your movements. Now, imagine the lighting changes, or the camera angle shifts slightly. Suddenly, the robot is completely lost, its carefully learned skills vanishing like a mirage. This frustrating scenario highlights…

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When Graphs Refuse to Quantum Dance with Symmetry

Symmetry Beyond the Classical Horizon Symmetry is a language nature speaks fluently, from the petals of a flower to the orbits of planets. In mathematics, symmetry often reveals itself through automorphisms — transformations that shuffle parts of an object without changing its essence. For graphs, these automorphisms are permutations of vertices preserving connections, the classical…

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AI Doctors Are Biased: Can We Fix Them?

The Perils of AI in Healthcare: A Story of Biased Ears Artificial intelligence is poised to revolutionize healthcare, promising faster diagnoses, personalized treatments, and more efficient workflows. But a new study from researchers at Microsoft’s AI for Good Lab, the University of Sydney, and other institutions, led by Yixi Xu and Al-Rahim Habib, throws a…

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The four-loop puzzle: Untangling quantum field theories

A New Four-Loop Calculation: Peering Deeper into the Quantum Realm Quantum field theories (QFTs) are the fundamental language of particle physics, describing how particles interact at the most basic level. Think of them as incredibly detailed recipes for the universe, specifying how different ingredients (particles) combine to form all the phenomena we observe. One crucial…

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A New Hamiltonian Trick That Linearizes Orbits

The cosmos loves a good loop, but the math that describes those loops can be dizzying. When a small body whizzes around a planet under gravity, the equations of motion are famously nonlinear and full of singularities. Regularizing them—making the math behave nicely near tricky points—has long been a quest in celestial mechanics. A team…

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AI Could Make Group Decisions Way More Human

The Dawn of AI-Powered Group Decision-Making Imagine a world where choosing a restaurant for a group, planning a family vacation, or even making crucial decisions in a business meeting feels less like a tug-of-war and more like a collaborative journey towards a satisfying outcome. This isn’t science fiction; researchers at Graz University of Technology, led…

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