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Time Series Forecasting with Graph Transformers

Time series forecasting is a cornerstone in modern business analytics, whether it is concerned with anticipating market trends, user behavior, optimizing resource allocation, or planning for future growth. As such, a wide range of different approaches have been introduced and investigated for forecasting, lately data-driven approaches using machine learning and generative models. This blog post will dive into forecasting on graph structured entities, e.g., as obtained from a relational database

The default TV setting you should turn off immediately - and why experts recommend it

Kerry Wan/ZDNET For many people, motion smoothing on TVs is only appropriate for gaming and watching live sports; enthusiasts typically prefer turning off the feature to watch anything else because it can detract from the filmmaker's original intent, making on-screen images seem artificial or hyper-realistic. This is what's called the "soap opera effect." Also: How to disable ACR on your TV (and why doing so makes such a big difference) It's a perfectly descriptive metaphor that probably requ

How to disable ACR on your TV (and why doing so makes such a big difference)

Kerry Wan/ZDNET Did you know that whenever you turn on your smart TV, you invite an unseen guest to watch it with you? These days, most popular TV models utilize automatic content recognition (ACR), a form of ad surveillance technology that gathers information about everything you watch and transmits it to a centralized database. Manufacturers then use your data to identify your viewing preferences, enabling them to deliver highly targeted ads. Also: Don't cancel Netflix yet: I used these sec

You can now set up double dates with friends on Tinder

In an effort to resonate with younger users amid declining user engagement, Tinder announced on Tuesday the launch of a new Double Date feature, which allows users to team up with friends and chat with potential matches together. Double Date lets users pair up with a friend and browse through other paired users who share at least one of their individual preferences, such as gender and sexual orientation. When one person in a pair receives a match, a group chat begins with all four participants.

Dutch court upholds antitrust ruling against Apple over App Store and dating apps

Apple has been dealt another regulatory blow in Europe this week. A court in Rotterdam has upheld a 2021 decision by the Netherlands Authority for Consumers and Markets (ACM), confirming that the company abused its dominant App Store position. Or at least when it comes to dating apps. This specific case centers on Apple’s long-standing requirement that app developers use its in-app payment system (IAP) for digital purchases, with no option to direct users to external payment methods. According

Scientists genetically engineer a lethal mosquito STD to combat malaria

Mosquitoes have long been among humanity’s most formidable adversaries, plaguing us for thousands of years and causing more deaths than any other animal. With traditional control methods facing mounting resistance, researchers are seeking innovative ways to combat mosquito-borne disease. Now, entomologists at the University of Maryland have bioengineered a deadly fungus that spreads sexually in Anopheles (malaria-spreading) mosquitoes. The naturally occurring fungus called Metarhizium produces

Plague of Phone-Addicted Tourists Shuts Down the Louvre

If you’re traveling to Paris in the near future, there is some bad news and some good news. The bad news: you likely won’t be able to see the Mona Lisa or any of the masterpieces hanging inside the Louvre, because it’s currently shut down. The good news: You’ll get to see a strong labor movement at work. On Monday, staff at the world’s most-visited museum went on strike, forcing the museum to close its doors over concerns about the effects of mass tourism, according to the Associated Press. The

Best Meat Thermometers for 2025

James Bricknell/CNET The most important part of any thermometer testing is accuracy. We weight this criteria most heavily when compiling entries to the best list, and it is the most scientific of the tests. We use a medical-grade thermometer as our baseline for accuracy and test the meat probe variance to that temperature. Ice water testing Testing the accuracy of a thermometer usually involves a cup, some ice cubes, and water. Due to the nature of water it can be a liquid and a solid at 32F

Patreon will increase the cut it takes from new creators

Patreon, a creator monetization platform that offers membership programs and digital goods, announced on Monday that it is changing its pricing structure. Currently, Patreon takes an 8% cut or a 12% cut from creators, depending on their selected tier — though the 8% plan is far more popular. The new pricing plan instead offers one universal tier, which keeps 10% of creator earnings. Existing Patreon creators need not worry — this price increase will only affect creators who publish a new Patr

Washington Post's email system hacked, journalists' accounts compromised

Email accounts of several Washington Post journalists were compromised in a cyberattack believed to have been carried out by a foreign government. The incident was discovered on Thursday evening and the publication started an investigation. On Sunday, June 15, an internal memo was sent to employees, informing them of a “possible targeted unauthorized intrusion into their email system.” According to The Wall Street Journal, the memo was signed by Executive Editor Matt Murray and informed that M

viaim RecDot AI earbuds now on Amazon — with more smart meeting tools to come

AI is everywhere. And while the goal is to help people work smarter and more efficiently, it’s not the most easily accessible. Different tools perform different tasks, so you’re either struggling to find the best option or stuck footing a hefty bill for various services. What if there was a device that could take your work efficiency to the next level, making attending virtual meetings a breeze, and you could carry it around in your pocket? That’s exactly what you get with the viaim Recdot AI e

I changed 8 settings on my Motorola phone for an instant battery boost

Cesar Cadenas/ZDNET Google's Pixel phones aren't the only ones with battery-saving secrets to explore. Motorola offers almost as many features inside its menus. After three weeks with the Moto Razr Ultra and separately, the Moto G Stylus 2025, I discovered a handful of tweaks hiding in plain sight that you'll likely find on your Motorola device if you know where to look. 1. Battery Saver keeps the lights on when your gauge hits the red Jason Howell/ZDNET Battery anxiety is the worst, and Bat

The Fitbit app just got a quiet Pixel Watch-inspired makeover

Kaitlyn Cimino / Android Authority TL;DR The Fitbit app has introduced a new Device Settings page for smartwatches and fitness trackers. The new layout mimics the one used in the Pixel Watch app. The device settings menu has also been updated Google has quietly updated the Fitbit app, introducing a redesigned Device Settings page for smartwatches and fitness trackers. The new look brings the Fitbit app closer to the design of the Pixel Watch companion app. The update was highlighted by 9to5

Foundations of Computer Vision (2024)

Foundations of Computer Vision Preface Dedicated to all the pixels. About this Book This book covers foundational topics within computer vision, with an image processing and machine learning perspective. We want to build the reader’s intuition and so we include many visualizations. The audience is undergraduate and graduate students who are entering the field, but we hope experienced practitioners will find the book valuable as well. Our initial goal was to write a large book that provided a g

It’s nearly impossible to buy an original Bob Ross painting (2021)

Bob Ross is not a hard man to find. Though he died in 1995, the late TV painter remains an omnipresent cultural staple. His Chia Pet perm, nap-inducing voice, and meme-worthy sayings — “Happy little trees!” — have transcended time. On YouTube, old episodes of his show, The Joy of Painting, boast ~450m views. Online, you can acquire Bob Ross paints, Bob Ross brushes, Bob Ross underwear, Bob Ross coffee mugs, Bob Ross energy drinks, Bob Ross watches, and Bob Ross toasters. But there’s one thing

Stolen iPhones disabled by Apple's anti-theft tech after Los Angeles looting

What just happened? As protests against federal immigration enforcement swept through downtown Los Angeles last week, a wave of looting left several major retailers, including Apple, T-Mobile, and Adidas, counting the cost of smashed windows and stolen goods. Yet for those who made off with iPhones from Apple's flagship store, the thrill of the heist quickly turned into a lesson in high-tech security. Apple's retail locations are equipped with advanced anti-theft technology that renders display

Scientists Discover Startling Trick to Defeat Insomnia

Image by Getty / Futurism Studies Insomnia is a curse we wouldn't wish on our worst enemy — and scientists have discovered a startlingly simple lifestyle change that appears to be very statistically effective at preventing it. In a new study published in the journal Sleep Health, researchers from Columbia and the University of Chicago report that eating a full day's serving worth of fruits and vegetables strongly appears to help people sleep more soundly throughout the night. Interrupted slee

Foundations of Computer Vision

Foundations of Computer Vision Preface Dedicated to all the pixels. About this Book This book covers foundational topics within computer vision, with an image processing and machine learning perspective. We want to build the reader’s intuition and so we include many visualizations. The audience is undergraduate and graduate students who are entering the field, but we hope experienced practitioners will find the book valuable as well. Our initial goal was to write a large book that provided a g

How easy is it for a developer to "sandbox" a program?

# source code sandboxing Sandboxing is when a developer limits available system resources to a program from within its own source code. A classic example is calling chroot(2) to change the root file-system to an empty directory so that the program cannot scribble into the root file-system. int main(void) { /* Program has full file-system access. */ chroot("/var/empty"); chdir("/"); /* File-system root re-rooted in /var/empty. */ int fd = open("/etc/passwd", O_RDONLY); /* Tried to open /var/empty

The Art of Lisp and Writing (2003)

The Art of Lisp & Writing Ignorance more frequently begets confidence than does knowledge. –Charles Darwin Lisp is the language of loveliness. With it a great programmer can make a beautiful, operating thing, a thing organically created and formed through the interaction of a programmer/artist and a medium of expression that happens to execute on a computer. Taught that programming—or the worse "developing software"—is like a routine engineering activity, many find difficulty seeing writing

Have a damaged painting? Restore it in just hours with an AI-generated “mask”

The restoration is printed on a very thin polymer film, in the form of a mask that can be aligned and adhered to an original painting. It can also be easily removed. Kachkine says that a digital file of the mask can be stored and referred to by future conservators, to see exactly what changes were made to restore the original painting. Still, there has been no way to translate digital restorations directly onto an original work, until now. In a paper appearing today in the journal Nature, Alex

The Art of Lisp and Writing

The Art of Lisp & Writing Ignorance more frequently begets confidence than does knowledge. –Charles Darwin Lisp is the language of loveliness. With it a great programmer can make a beautiful, operating thing, a thing organically created and formed through the interaction of a programmer/artist and a medium of expression that happens to execute on a computer. Taught that programming—or the worse "developing software"—is like a routine engineering activity, many find difficulty seeing writing

Have a damaged painting? Restore it in just hours with an AI-generated "mask"

The restoration is printed on a very thin polymer film, in the form of a mask that can be aligned and adhered to an original painting. It can also be easily removed. Kachkine says that a digital file of the mask can be stored and referred to by future conservators, to see exactly what changes were made to restore the original painting. Still, there has been no way to translate digital restorations directly onto an original work, until now. In a paper appearing today in the journal Nature, Alex

The Best Water Filter Pitcher for 2025

As mentioned earlier in this article, there are quite a variety of contaminants worth removing from your tap water. The team here at our lab settled on three primary tests to benchmark the efficacy of these filters: TDS, pH and chlorine. Before we began the actual testing process, each pitcher was removed from the packaging, cleaned and then prepared per the manufacturer's instructions. This is very important, as most of these filters utilize activated carbon filtration, which will deposit sedim

So... You Want to Become a Penetration Tester?

Cybersecurity is a rapidly growing and evolving field with a wide range of subfields and specializations. One of these is penetration testing, a discipline within what's known as "red teaming," which seeks to actively find and exploit vulnerabilities within computer systems (with permission, of course). It's an exciting and rewarding career, and I'll show you how to become a penetration tester. Before I continue, however, let me be transparent about my own experience. While I have about three

So... You Want to Become a Penetration Tester?

Cybersecurity is a rapidly growing and evolving field with a wide range of subfields and specializations. One of these is penetration testing, a discipline within what's known as "red teaming," which seeks to actively find and exploit vulnerabilities within computer systems (with permission, of course). It's an exciting and rewarding career, and I'll show you how to become a penetration tester. Before I continue, however, let me be transparent about my own experience. While I have about three

I tried Canva’s photo editor to see if it could replace my favorite free app

Megan Ellis / Android Authority I’ve been using Canva for years, mostly for simple designs. So when I saw that Canva had rolled out a new photo editing tool, which is more advanced that the simple tweaks you can make in a design, I was interested in trying it out. I stumbled across a useful feature that’s not in my favorite photo-editing app Snapseed, so I wondered if Canva could actually replace the free app’s place in my workflow. I tried out the Canva app’s new tool to see just how effectiv

Google Clock starts drip-feeding its big Material 3 Expressive makeover

Hadlee Simons / Android Authority TL;DR Google Clock v7.14 brings small but noticeable visual updates to the alarm and settings toggles. The refreshed toggle design is part of Google’s shift toward Material 3 Expressive. A full redesign is expected with version 8 of the Clock app. Google’s Clock app is still waiting on its big Material 3 Expressive makeover, but a more minor update is already starting to move the visuals in that direction. Version 7.14 of the app introduces some subtle UI tw

As Trump Comes for Your Social Media, It’s Time You Consider What’s Worth Sharing

Agents of the Trump administration are increasingly using social media posts to crack down on immigrants, tourists, and even some U.S. citizens. Last month, a leaked document showed the State Department had crafted a new standard for reviewing the social media accounts of any foreign students planning to attend or even visit Harvard University. Legal immigrants may have benefits denied based on social media activity, and people expressing opinions or acting contrary to Trump are being detained a

Computing’s Top 30: Sukanya Meher

Sukanya S. Meher loves a good intersection. Especially the one between theory and application, which she first seriously explored in the realm of superconductor electronics. Today, Meher works in electronic design automation (EDA), bringing with her a unique perspective on circuit design, modeling, simulation, and tool development. This EDA work is also giving her the chance to explore a new intersection: that between technology design and customer success. As an AMS staff engineer at Synopsys