Riding the Chaos: Accurately Predicting System Responses to Complex Forces
![The system’s state space trajectories, captured at intervals of approximately 10 seconds, demonstrate the predictive capacity of a Gaussian State Space model (red) and an autoencoder-LSTM network (green) against the backdrop of a periodically forced system (cyan) and its true response (black) as projected onto different phase space coordinates-specifically, [latex]x_{10}, \dot{x}_{10}, x_{11}[/latex] and [latex]x_1, \dot{x}_1, x_{20}[/latex]-revealing the models’ ability to approximate system behavior across varying states.](https://arxiv.org/html/2602.16848v1/x16.png)
A new computational approach offers a faster and more precise method for determining the stable states of mechanical systems under unpredictable external influences.
![The system’s state space trajectories, captured at intervals of approximately 10 seconds, demonstrate the predictive capacity of a Gaussian State Space model (red) and an autoencoder-LSTM network (green) against the backdrop of a periodically forced system (cyan) and its true response (black) as projected onto different phase space coordinates-specifically, [latex]x_{10}, \dot{x}_{10}, x_{11}[/latex] and [latex]x_1, \dot{x}_1, x_{20}[/latex]-revealing the models’ ability to approximate system behavior across varying states.](https://arxiv.org/html/2602.16848v1/x16.png)
A new computational approach offers a faster and more precise method for determining the stable states of mechanical systems under unpredictable external influences.

The new Mario movie will bring back many of the beloved characters from the first film, but it’s also promising some exciting new additions. Fans can look forward to seeing characters like Yoshi and Birdo, and there’s even speculation that Wario and Waluigi might make an appearance, all joining the adventure.

Originally debuting on Prime Video in 2015, The Man in the High Castle ran for four seasons before Amazon cancelled it because of increasing production expenses. The final season felt hurried and left some plot points unresolved, but it’s still a compelling watch. Good news for Netflix users: the series will be available on the platform starting March 11th.

Before George Lucas could convince 20th Century Fox to finance his unusual space adventure, he needed to create a proven success. In 1973, he drew on his memories of growing up in Modesto, California in the early 1960s to make one of the most beloved comedies ever – and it remains funny and enjoyable even now.

IDW Publishing is starting a new Star Trek comic series in May. The story picks up after previous events and will feature Seven of Nine leading a secret mission aboard the Enterprise. She’ll be venturing into an uncharted area of space—beyond the familiar quadrants of the Star Trek galaxy—to investigate a strange power that could destroy the Federation. Christopher Cantwell is writing the series, with Dennis Menheere providing the artwork and Jodie Troutman handling the lettering.

A new pruning strategy targets unstable attention patterns in diffusion models to significantly improve computational efficiency without sacrificing performance.

The creator spent seven days on a deserted island, livestreaming his attempt to survive using only basic supplies. He broadcast the entire experience to his audience as an endurance challenge.

A recent post on X summarized the latest leaks for the upcoming tenth generation of Pokémon games. It covered key details like new gameplay features, how many new Pokémon to expect, underwater exploration, and a possible release date. The rumored release date especially sparked a lot of discussion and debate among fans about its authenticity.
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Across the Unknown is a smart video game adaptation of the classic TV show Star Trek: Voyager. It understands what made the show special – a spaceship lost far from home on a decades-long trek – and uses that premise to create an exciting and imaginative gaming experience.

Some people avoid watching Judge Judy because they find her personality too harsh and think she’s overly critical of those who appear in her courtroom. However, many believe her direct and unapologetic style is actually why her show, Judy Justice, is so popular. Beyond that, there’s another key reason the show keeps viewers coming back episode after episode.