Uncovering Cause and Effect from Time Series Data
![The network illustrates how specific sequential patterns-identified by weighted entropy-induce predictable or uncertain transitions in a target sequence, revealing that deterministic behavior arises not from inherent properties, but from the consistent application of these patterned influences-a relationship observable in both directions of influence, where [latex]0[/latex] weighted entropy signals a strong, predictable link and higher values suggest increasing indeterminacy.](https://arxiv.org/html/2603.04473v1/2603.04473v1/causal_network_dual.png)
A new method leverages recurring patterns to infer causal relationships without relying on traditional assumptions.
![The network illustrates how specific sequential patterns-identified by weighted entropy-induce predictable or uncertain transitions in a target sequence, revealing that deterministic behavior arises not from inherent properties, but from the consistent application of these patterned influences-a relationship observable in both directions of influence, where [latex]0[/latex] weighted entropy signals a strong, predictable link and higher values suggest increasing indeterminacy.](https://arxiv.org/html/2603.04473v1/2603.04473v1/causal_network_dual.png)
A new method leverages recurring patterns to infer causal relationships without relying on traditional assumptions.
Researchers have developed a novel 3D printing technique that combines active and passive elastomers to create materials capable of complex, user-defined shape changes.

The show’s host was talking with two guests about International Women’s Day, coming up on March 8th, when one of them mentioned their work to end ‘period poverty’ – the lack of access to menstrual products.

Hulu released a captivating adaptation of Carola Lovering’s novel in 2022. This erotic thriller is full of steamy scenes, deeply intertwined characters, and surprising plot twists. Unlike some shows in this genre that lack relatable characters, this one keeps you invested in the story and the people within it. Once you start watching Tell Me Lies, you’ll find it hard to stop.

Alongside Neve Campbell and Courteney Cox reprising their roles as Gale Weathers, Matthew Lillard is also returning for Scream 7 as Stu Macher—or some version of him. He previously provided the voice for Ghostface in the Stab movie-within-a-movie featured in 2022’s Scream, and also voiced a tribute to director Wes Craven. Lillard originally appeared in an earlier Scream sequel, and that appearance is referenced at the beginning of the new film.

I was completely blown away by Madonna’s daughter’s outfit! She really made a statement with that incredible studded black corset – it was definitely a showstopper and everyone was talking about it.

The actress known for her role in Hamnet says she had a frightening experience as a child watching Andrew Lloyd Webber’s Jesus Christ Superstar. She genuinely thought she was witnessing a real crucifixion, which deeply upset her.

As a lifestyle expert, I’ve always admired couples who prioritize privacy, and this Hollywood pair is a perfect example. They’ve been together since 2011, built a beautiful family with two kids, and have intentionally kept their relationship very private – something I think is incredibly healthy in this overexposed world. They really value keeping things just for themselves, and I respect that so much.

The 50-year-old singer met her husband while working on his TV show, Las Vegas, and they married in 2007. They welcomed their son, Axl, six years after that.

Okay, so The Witcher wasn’t quite what I’d hoped for, but honestly, Netflix has SO many other amazing shows! I’ve found 10 that are seriously fantastic – you’ll probably love them. Consider them my recommendations, and maybe, just maybe, toss a little appreciation their way!