Time Series Forecasting’s false Foundation

The push to apply large, pre-trained models to time series data is built on a critical misunderstanding of how these datasets differ from natural language or images.

The push to apply large, pre-trained models to time series data is built on a critical misunderstanding of how these datasets differ from natural language or images.

From the very beginning, space travel has been a central idea in science fiction. The genre uses the immense scale of the universe to ask big questions about life beyond Earth and our place in the cosmos, challenging both characters and viewers to consider the incredible vastness of reality. These stories often explore humanity’s potential to move beyond Earth, pushing the boundaries of our technology and testing how well we can cope with complete isolation. It’s no surprise that film quickly adopted these themes. Over a century ago, Georges Méliès’ short film, A Trip to the Moon, created many of the visual ideas we still associate with space travel today, demonstrating how our imagination often goes further than our actual capabilities. Since then, the astronaut has become a powerful symbol in film, representing both individual courage and our shared drive for scientific progress.

The latest episode of A Knight of the Seven Kingdoms ends with a major shock. As Dunk assembles his team for the trial by combat against Aerion and his men, Prince Baelor Targaryen – the future king – unexpectedly volunteers to fight alongside him, even though it means battling his own family. To top it off, Ramin Djawadi’s famous Game of Thrones theme song plays in full, uninterrupted, adding to the powerful moment.

Following his role as Superman, his next major film will be a real test of his acting ability, as it’s opening against the highly anticipated Avengers: Doomsday. The movie, a biography about John Tuggle – the last player chosen in the 1983 NFL Draft – doesn’t have a title yet, but it’s expected to appeal to sports fans and offer a different kind of movie experience compared to the blockbuster Avengers film.

Okay, so a lot’s happening with everyone on The Rookie. Grey’s starting fresh with a new job, and it’s great to see Bradford and Chen working things out both at work and in their relationship – they really deserve it! We’re getting little bits and pieces of stories for Celina, Miles, Lopez, Evers, and Nyla, which is good. But honestly, this season feels like it’s really centering on Nolan and Bailey. They finally got that honeymoon in Prague, which was adorable, but things got complicated fast. Bailey’s been offered a job in Washington DC, and it’s causing a real strain because Nolan isn’t sure he wants to move.

Here are all the new PS5, PS4 games coming out next week.

The actress from Sinners shared the secret to her strong relationship with the Buffalo Bills quarterback, despite their busy and conflicting schedules.

The couple, who found love on season seven of Love Island USA last summer, revealed their plans for Valentine’s Day, which include traveling to Taylor’s home state.

Here are seven instances where Spider-Man was the absolute worst in Marvel Comics.

So, they dropped the Mystic UA in 2026, and it’s pretty cool! It gives us four new subclass options – one for the Monk, Paladin, Rogue, and Warlock. What’s different this time is that none of these subclasses were based on existing stuff – they’re all totally new ideas focused on messing with how magic works. As a Rogue, I can now literally steal spells from enemy spellcasters, which is awesome. Paladins get to shut down enemy casters and boost our own magic users. And the Monk? They’ve got abilities related to magic that we’ve never seen before. It really changes things up!