Author: Awais

arXiv:2511.10842v1 Announce Type: new Abstract: Knowledge graphs have emerged as fundamental structures for representing complex relational data across scientific and enterprise domains. However, existing embedding methods face critical limitations when modeling diverse relationship types at scale: Euclidean models struggle with hierarchies, vector space models cannot capture asymmetry, and hyperbolic models fail on symmetric relations. We propose HyperComplEx, a hybrid embedding framework that adaptively combines hyperbolic, complex, and Euclidean spaces via learned attention mechanisms. A relation-specific space weighting strategy dynamically selects optimal geometries for each relation type, while a multi-space consistency loss ensures coherent predictions across spaces. We evaluate HyperComplEx on…

The concept of enshittification, as coined by the author and activist Cory Doctorow, just feels right. Whether you’re searching on Google, shopping on Amazon, or scrolling on Facebook, large platforms often feel like they’re not trying to bring us value so much as extract every bit of value they can out of us. It wasn’t always like this, was it? Can we get it back?On this episode of The Vergecast, Doctorow has an answer: no, it wasn’t always like this, and yes, we can get it back. Doctorow’s new book, Enshittification: Why Everything Suddenly Got Worse and What to Do…

As we head into the holiday season, your friends and family are set to make many wonderful new memories. Why not give a gift to highlight the festivities and keep those memories close at hand? Digital photo frames can make that happen, and companies like Arzopa take the display game very seriously, with feature-filled options that prioritize performance, build quality, and interactivity. The Arzopa D14 Gold digital picture frame is at the top of the list and is the perfect way to give the gift of memories. This 14-inch, Full HD picture frame is a way to connect families together,…

I have a lot of memories with this one particularly terrible ex-boyfriend that I don’t like to think about, but eating this sofrito pasta that his mom used to make is not one of them. She emigrated from Colombia and adapted American dishes to her taste, but her meat sauce was the best. She would fry sofrito for the base and simply add cooked ground beef, sazón, and jarred tomato sauce. The first time I had it, I remember thinking, “I need more. Right. Now.”My version is a bit more bougie and calls for caramelized tomato paste and white wine,…

Santa has gone digital! From tracking his sleigh to sending him a letter, these Santa Claus websites bring some of the magic of the North Pole right to your screen. What We Like Personalized story maker. An abundance of Christmas printables. Tons of crafts, recipes, and fun videos. Northpole.com is a simple, fun Christmas site with many safe, enjoyable activities to entertain your children for hours. Take a quiz to find out if you were naughty or nice, find recipes for cookies and other treats, and teach Santa how to dance and play holiday games. This Santa Claus website also…

If you read any of WIRED’s recent AI edition, you know that lots of people are spending lots of time talking about how the technology is revolutionizing pretty much everything—from coding to writing to accounting. You’ve also probably heard by now, from us or somebody else, that we might very well be in an economic bubble of AI origin, one wherein the billions and billions of dollars being funneled into the industry is creating an untenable economic scenario that could turn catastrophic.Of course, you may also have read that I’m really sick of being asked about AI. I’m still not…

Like most people, I rely on third-party apps to fill in the gaps and limitations of my Android phone. Over the years, I’ve collected a handful of apps that make my life easier, so installing them is the first thing I do as soon as I’m done setting up my phone. Among them, Activity Launcher is one of those essentials I honestly cannot imagine using my phone without. It takes something that is normally tedious, like digging through settings or navigating deep app menus, and turns it into a quick single tap. It saves me a lot of time and…

The humble potato wears many hats—mashed, fried, baked, smashed—and somehow always nails every role. Few ingredients are as versatile, comforting, or universally beloved. Below are the potato recipes our readers return to again and again, whether they’re looking for a crispy side dish, a creamy casserole, or a satisfying main. Some are French classics perfect for a festive gathering; others are weeknight staples. All are deeply savory, potato-forward, and incredibly popular. Here are our most-saved potato recipes, using MyRecipes, our free tool for saving and organizing recipes. Love these recipes? Join MyRecipes to save them. It’s so easy—and free!

Google submitted a compliance plan to the European Commission that proposes changes to its ad-tech operations — but rejects calls to break up its business How it works: Google is offering product-level changes — for example, giving publishers the ability to set different minimum prices for different bidders in Google Ad Manager. It’s also proposing greater interoperability between Google’s tools and those of rivals, in order to give publishers and advertisers more flexibility. The company says these tweaks would resolve the European Commission’s concerns without a “disruptive break-up.” Why we care. Google’s proposed “non-disruptive” fixes could preserve platform stability and…

Many marketers too often mistake their job as stewards and amplifiers of their brand. While that isn’t necessarily wrong, it’s not their most important job. Understanding and advocating for their audience is. We’re back with the latest edition of our series, @Me Next Time, where we invite Team Sprout and some of our favorite social experts to share how they really feel about the latest trends and industry discourse. This time, we sat down with Patrick Timmons—Senior Manager of Social and Brand Communications, founder of The Brand Kitchen, author, and expert on empathy marketing—to learn more about his empathy-driven philosophy.…