Taming Chaos: How Machine Learning is Redefining Control
![Trajectories flirting with chaos can be subtly steered towards safety by a carefully tuned control function [latex]U_{\in fty}(x)[/latex], which defines an admissible set [latex]S(u)[/latex] within which even initially unstable paths-previously escaping a defined region [latex]Q=[0,1][/latex]-remain confined through minimal control interventions, as demonstrated by a bounded control signal [latex]u_n[/latex].](https://arxiv.org/html/2601.21510v1/x3.png)
A new wave of machine learning techniques is empowering scientists to better understand and manage the inherent unpredictability of chaotic systems.
![Trajectories flirting with chaos can be subtly steered towards safety by a carefully tuned control function [latex]U_{\in fty}(x)[/latex], which defines an admissible set [latex]S(u)[/latex] within which even initially unstable paths-previously escaping a defined region [latex]Q=[0,1][/latex]-remain confined through minimal control interventions, as demonstrated by a bounded control signal [latex]u_n[/latex].](https://arxiv.org/html/2601.21510v1/x3.png)
A new wave of machine learning techniques is empowering scientists to better understand and manage the inherent unpredictability of chaotic systems.

Hasan’s Twitch stream went offline around 7:00 PM Pacific Time on January 29, 2026. This happened while he was talking about a recent murder in the United States.

The film Society of the Snow has struck a successful balance between critical acclaim and audience appeal. It’s become the second most-watched non-English film on the streaming service, surpassed only by Troll, racking up 103 million views within months of its January 2023 release. Critics have also praised the film, giving it a 90% rating on Rotten Tomatoes. J.A. Bayona’s thriller even received two Oscar nominations, for Best Makeup and Best International Film.
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This video covers a lot about the game, including the main character, Kliff, and his allies, the Greymanes. It also explores the game’s world, Pywel, introduces two other characters you can play as, details the different factions, shows off the exploration aspects, and even features a mech that launches missiles – and much more!

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New research shows artificial intelligence can accurately gauge public perceptions of support for climate initiatives across the world, offering a powerful tool for understanding and addressing perception gaps.