When Cyber Attacks Rewrite the Rules of Control Systems

Invisible Saboteurs in Networked Control Systems In our increasingly connected world, many critical systems—from power grids to manufacturing plants—rely on networked communication between controllers and the machines they manage. These systems, known as discrete event systems (DES), operate by responding to sequences of events, like switches flipping or sensors triggering. But what happens when the…

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AI Now Audits Science: Can Machines Judge Research?

The scientific literature is exploding. PubMed, a central repository of biomedical research, adds roughly 1.5 million publications annually. Keeping up is impossible, even for specialists. This deluge presents a huge challenge for healthcare: how do we ensure that clinical decisions are guided by sound research, not flawed or retracted studies? A new framework, VERIRAG, developed…

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Do Ant Trails Reveal Hidden Equations?

The study of how countless tiny agents organize themselves into bigger patterns is one of science scripts that reads like a nature documentary and a mathematics textbook at once. In the latest work by Maria Bruna, Markus Schmidtchen, and Oscar de Wit, a team of researchers from the University of Cambridge digs into a bold…

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Curvy Boundaries Rewrite the Rules of Packing

When mathematicians map the geometry of four-dimensional spaces, they often pretend that the game is all about neat, rigid shapes. The new work by Cristofaro-Gardiner, Magill, and McDuff crashes that illusion with a playful reminder: a boundary that isn’t perfectly straight—curvy in just the right way—can swing the entire outcome of a packing problem. The…

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AI’s Infinite Game: A Unique Equilibrium?

The quest to understand how AI systems learn and make decisions has led researchers down many paths. One particularly intriguing approach, developed by Faruk Alpay and colleagues at Bahçeşehir University and Turkish Aeronautical Association University, uses a surprisingly elegant framework: Alpay Algebra. It frames the process of semantic convergence—how an AI comes to understand a…

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Linked Horseshoes Hint at Chaos in Four Dimensions

Four-dimensional dynamics isn’t a party you can easily picture. The usual three-dimensional intuition—where a butterfly’s wings tremble into a roar of chaos—loses its footing when extra dimensions enter the room. Yet a new lineage of mathematical work has found a way to choreograph chaos in a space that feels almost alien: a four-dimensional stage built…

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A Few Layers Quietly Fuel AI Math Reasoning

Hidden inside the soaring performances of large language models is a stubborn mystery: where does math reasoning actually live in the network? For readers who have tracked AI progress, it’s tempting to think improvements come from sweeping changes across the whole brain of the model, like a software update that rewires every neuron to think…

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