When Friends Vanish: Can AI Still Learn Together?

Imagine a group project where one member suddenly disappears, taking their notes and expertise with them. That’s the challenge facing decentralized federated learning (DFL) when a client drops out permanently. DFL is a cutting-edge AI technique where multiple devices (like smartphones or sensors) collaborate to train a machine learning model without sharing their raw data…

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A Laser So Precise, It Could Rewrite Time Itself

A New Era of Precision: The Continuous-Wave Vacuum Ultraviolet Laser For decades, the dream of a nuclear clock—a timekeeping device based on the incredibly stable oscillations of atomic nuclei—has tantalized physicists. Its potential accuracy dwarfs even the most sophisticated atomic clocks, promising breakthroughs in fundamental physics and advanced technologies. But a crucial piece of the…

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