Learning Shapes: A New Efficiency Bound for Polyhedra
![The system defines a margin of tolerance ρ allowing for misclassifications near the decision boundary, and constructs a hypothesis set [latex]\mathcal{H}[/latex] - shaded to indicate viable solutions - alongside a subset [latex]\mathcal{H}_{+}\[/latex] correctly classifying positive examples, where positive and negative instances are represented as vectors imposing constraints on the resulting classification half-spaces.](https://arxiv.org/html/2604.14614v1/Hcone.png)
A new algorithm significantly improves the efficiency of learning intersections of halfspaces, bringing us closer to optimal performance.
![The system defines a margin of tolerance ρ allowing for misclassifications near the decision boundary, and constructs a hypothesis set [latex]\mathcal{H}[/latex] - shaded to indicate viable solutions - alongside a subset [latex]\mathcal{H}_{+}\[/latex] correctly classifying positive examples, where positive and negative instances are represented as vectors imposing constraints on the resulting classification half-spaces.](https://arxiv.org/html/2604.14614v1/Hcone.png)
A new algorithm significantly improves the efficiency of learning intersections of halfspaces, bringing us closer to optimal performance.

As a huge strategy game fan, I’m telling you, there are so many awesome titles coming out – from really cool medieval fantasy worlds to totally different sci-fi vibes. It’s honestly tough to pick just a few! But after a lot of thinking, here are the ten upcoming strategy games scheduled for 2026 that I’m most hyped about.

As a huge fan, I’ve been digging deep into Incineroar in Pokemon Champions! I’ve learned all about what makes it tick – how its moves work together, the strategies top players are using with it right now, and most importantly, how to beat it! I’m excited to share everything I’ve discovered to help you master playing with and against this awesome Pokemon.

Like all digging games in Monopoly GO, you need special tokens to begin. The new Beanstalk Bonanza solo event is the best way to get them! Here’s a complete list of the milestones and rewards available in the Beanstalk Bonanza event.

The anime series Dragon Ball Super: Beerus marks the beginning of a full remake of Dragon Ball Super, first announced in January at the Dragon Ball Genkidamatsuri event. New details about Dragon Ball Super: Beerus, which will air on Fuji TV this fall, were revealed during the Battle Hour 2026 Dragon Ball Super special panel, along with hints of a brand-new anime project. 2026 promises to be an exciting year for Dragon Ball fans.

Let’s imagine a monster on this immense scale and compare it to Godzilla. That raises an interesting question: which heroes from popular action anime (shonen) could actually win in a fight against it?

Even after three decades, Pokémon is still a hugely popular franchise worldwide. Its fans are famous for creating amazing artwork, so it takes something truly special to get noticed. It’s impressive to see how people use their skills to reimagine the series’ designs. Redesigns of classic Pokémon are particularly well-received, as it’s fun to see artists’ unique visions of how they could appear in different scenarios.
Researchers have developed a highly efficient protocol for fuzzy private set intersection, enabling secure data analysis without revealing exact matches.

Honestly, what’s really hitting me hard isn’t just the story changes, but how they’ve taken the original and completely rebuilt it. We all came in knowing the broad strokes of the story, but even with those expectations, the emotional punches still land. It’s like they’ve reimagined everything, and it works – the impact is still huge, even if you remember what’s coming.

The 50 MA rising above the 200 MA is a technical analyst’s idea of a romantic gesture, but let’s be real: this is the first golden cross in April, which is about as exciting as a tax audit. And yet here we are, asking if it’s a bull trap or a setup. I’d say it’s a trap set by someone named “Bull,” but I’ve never trusted a guy named Bull.