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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 Night Shift Might Be Harming Women More Than We Thought, Study Finds

Asthma is a chronic respiratory disease that often causes sudden and intense shortness of breath. The disease impacts around 339 million people worldwide, and in the U.S. nine people on average die from asthma every day. Researchers in the U.K. have found that women who work night shifts are more likely to have moderate or severe asthma than women who work during the day. The study, published Monday in the journal ERJ Open Research, does not reveal any such tendency in men working nightshifts,

Mastodon updates its terms to prohibit AI model training

Social networks are bolstering their terms of service against scrapers and bots that crawl the website to train AI models. Days after Elon Musk-owned X updated its terms to explicitly prohibit AI model training, decentralized social network Mastodon today updated its own rules to bar any kind of model training, as well. “We explicitly prohibit the scraping of user data for unauthorized purposes, e.g. archival or large language model (LLM) training. We want to make it clear that training LLMs on

Night Shifts May Raise Your Asthma Risk—If You’re a Woman

Asthma is a chronic respiratory disease that often causes sudden and intense shortness of breath. The disease impacts around 339 million people worldwide, and in the U.S. nine people on average die from asthma every day. Researchers in the U.K. have found that women who work night shifts are more likely to have moderate or severe asthma than women who work during the day. The study, published Monday in the journal ERJ Open Research, does not reveal any such tendency in men working nightshifts,

Linux kernel WireGuard can go 'fast' on decent hardware

I'm used to thinking of encryption as a slow thing that can't deliver anywhere near to network saturation, even on basic gigabit Ethernet connections. This is broadly the experience we see with our current VPN servers, which struggle to turn in more than relatively anemic bandwidth with OpenVPN and L2TP, and so for a long time I assumed it would also be our experience with WireGuard if we tried to put anything serious behind it. I'd seen the 2023 Tailscale blog post about this but discounted it

Cutting cloud waste at scale: Akamai saves 70% using AI agents orchestrated by kubernetes

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Particularly in this dawning era of generative AI, cloud costs are at an all-time high. But that’s not merely because enterprises are using more compute — they’re not using it efficiently. In fact, just this year, enterprises are expected to waste $44.5 billion on unnecessary cloud spending. This is an amplified problem for Akamai Technol

9to5Mac Daily: June 16, 2025 – More iOS 26 tidbits

Listen to a recap of the top stories of the day from 9to5Mac. 9to5Mac Daily is available on iTunes and Apple’s Podcasts app, Stitcher, TuneIn, Google Play, or through our dedicated RSS feed for Overcast and other podcast players. New episodes of 9to5Mac Daily are recorded every weekday. Subscribe to our podcast in Apple Podcast or your favorite podcast player to guarantee new episodes are delivered as soon as they’re available. Stories discussed in this episode: Listen & Subscribe: Subscribe

Groq just made Hugging Face way faster — and it’s coming for AWS and Google

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Groq, the artificial intelligence inference startup, is making an aggressive play to challenge established cloud providers like Amazon Web Services and Google with two major announcements that could reshape how developers access high-performance AI models. The company announced Monday that it now supports Alibaba’s Qwen3 32B language mode

I Have Questions About the Official ‘Fantastic Four’ Pizza

Giving the foodie world a spin is Marvel Studios’ The Fantastic Four: First Steps, and here’s a preview of the upcoming snack tie-ins at major chain restaurants and snack companies. If you thought that AMC Theaters’ Herbie popcorn robot was peak—well, let us introduce you to a four-quadrant pizza inspired by Marvel’s First Family being released at Little Caesars. What’s so audacious about the flavors of each section is what they say about Marvel’s Fantastic Four heroes. Obviously pepperoni and

Bigger Games raises $25M to grow its mobile gaming business

Turkish mobile games studio Bigger Games announced today that it has raised $25 million in its Series A funding round, which it will put towards growing its portfolio of games. Goodwater Capital led the round, with Arcadia Gaming Partners and existing investors Index Ventures and Play Ventures also participating. Coddy Johnson, former Activision president and current partner at Goodwater Capital, joins Bigger’s board of directors. The studio plans to use the funding to continue building its team

You can turn your Google search into a podcast now - here's how

Google / Elyse Betters Picaro / ZDNET Last fall, Google unveiled a new feature for NotebookLM -- an option to turn your research into a fake podcast that helps you easily digest information. Now, your favorite faux podcast hosts are coming to Search. Also: How to remove your personal info from Google Search - it's quick and easy When you search for something in Google, you'll now see an option to make a podcast summarizing the information. It's for more in-depth queries, not straightforward

You can turn your Google Search into a podcast now - here's how

Google / Elyse Betters Picaro / ZDNET Last fall, Google unveiled a new feature for NotebookLM -- an option to turn your research into a fake podcast that helps you easily digest information. Now, your favorite faux podcast hosts are coming to Search. Also: How to remove your personal info from Google Search - it's quick and easy When you search for something in Google, you'll now see an option to make a podcast summarizing the information. It's for more in-depth queries, not straightforward

Acefast Acefit Air Review: Sleek Style, Solid Substance

In the swelling tide of open earbuds, it can be easy to overlook an underdog. When Acefast’s Acefit Air first came to my attention, they seemed like any other pair of budget ear hooks, the baseline design for buds that let you listen to tunes while keeping your ears open to the world. I was delightfully surprised once I got them out of the box, starting with their spyware-thin charging case harboring stylishly slim buds with a touch of metallic flair. The Acefit Air’s daily performance is simil

Microsoft accidentally swapped Windows 11’s startup sound with Vista’s

is a senior editor and author of Notepad , who has been covering all things Microsoft, PC, and tech for over 20 years. If you’ve been having flashbacks to 2007 while using your PC over the past few days, you’re not alone. Microsoft has mistakenly replaced Windows 11’s boot sound — in test versions of the OS — with the startup chime from Windows Vista. Windows testers started noticing the issue shortly after Microsoft released its latest Dev Channel build of Windows 11 on Friday afternoon. The

Start your own Internet Resiliency Club

Thanks to war, geopolitics, and climate change, Europe will have more frequent and more severe internet disruptions in the very near future. Governments and businesses need to prepare for catastrophic loss of communications. Unfortunately, the necessary changes are risky and expensive, which means they won’t do it until a crisis is already here. However, small groups of volunteers with a little bit of time and money can provide crucial initial leadership to bootstrap recovery. An Internet Resil

Show HN: Seastar – Build and dependency manager for C/C++ with Cargo's features

Seastar Seastar is a fast, extensible build system for C, C++, and maybe soon, Rust and Zig as well. I believe that it should be easy to make, prototype, and iterate upon designs. While C is still one of our most widely used languages, it makes it hard to create programs easily, especially for beginners. Instead, Seastar aims to be more like Rust's tooling with cargo , but supporting seamless compilation across more languages. Running Seastar is very simple to build and run. Assuming you have

Behold, a Shadowy Full Look at the New He-Man

Amazon MGM’s upcoming Masters of the Universe movie just got a bit more real thanks another, more complete look at its musclebound lead, He-Man. Portrayed in the upcoming film by Nicolas Galtizine, the British actor released a picture of himself as Adam of Grayskull’s heroic persona, albeit from the back and bathed in shadow. The picture comes with the news that filming has wrapped, and Galtizine called it “an honour shouldering the responsibility of playing Adam and He-Man. It’s been the role

McDonald's in Trouble as Ozempic Takes Hold

Image by Getty / Futurism Rx/Medicines Broken ice cream machines aren't the only thing bedeviling stalwart fast food chain McDonald's. Financial services firm Redburn Atlantic put the company's stock in the bear category, coinciding with a slumpy week in which it lost about three percent of its value — because analysts are betting that GLP-1 agonist weight loss drugs like Ozempic are going to disrupt the fast food business model, CBS News reports. The eyebrow-raising conclusion comes as the a

Here's why network infrastructure is vital to maximizing your company's AI adoption

Weiquan Lin/Getty Images When companies begin taking the first steps toward AI adoption, one of the first pieces of advice they receive is to address the quality of their data. However, another foundational element that is often overlooked, but is just as critical to the success of AI deployment, is network infrastructure. At Cisco Live, ZDNET spoke with Anurag Dhingra, SVP and GM of the Enterprise Connectivity and Collaboration Group, to learn more about the role network infrastructure plays

We found a germ that 'feeds' on hospital plastic – new study

Plastic pollution is one of the defining environmental challenges of our time – and some of nature’s tiniest organisms may offer a surprising way out. In recent years, microbiologists have discovered bacteria capable of breaking down various types of plastic, hinting at a more sustainable path forward. These “plastic-eating” microbes could one day help shrink the mountains of waste clogging landfills and oceans. But they are not always a perfect fix. In the wrong environment, they could cause

NASA Satellite Captures Massive Wastewater Flow off California Coast

In 2022, NASA’s Jet Propulsion Laboratory launched a satellite sensor to map minerals in the Earth’s dusty, arid regions. But that’s not all it’s useful for—in a new study, scientists used the spectroscopic tool to study massive amounts of sewage flowing into the sea off the Southern California coast. Every year, millions of gallons of untreated and treated wastewater are unceremoniously dumped into the Tijuana River, ferrying pollution through communities on both sides of the U.S.-Mexico borde

9to5Mac Daily: June 13, 2025 – tvOS 26 features, iPadOS tidbits

Listen to a recap of the top stories of the day from 9to5Mac. 9to5Mac Daily is available on iTunes and Apple’s Podcasts app, Stitcher, TuneIn, Google Play, or through our dedicated RSS feed for Overcast and other podcast players. Sponsored by iMazing: iMazing 3 is a comprehensive platform for Apple device management with complete device control for backup management, data transfer capabilities, and much more. Try it now. New episodes of 9to5Mac Daily are recorded every weekday. Subscribe to ou

Zero-Shot Forecasting: Our Search for a Time-Series Foundation Model

Introduction In the last few years, the field of time-series forecasting has seen a fundamental shift. Where we once depended solely on classic statistical methods, think ARIMA, SARIMA, and Prophet, new “foundation” models have emerged, promising to bring the power and flexibility of large language models (LLMs) into the world of time-series data. The allure is obvious: can we build a single, reusable forecasting model that works across a variety of datasets and domains, instead of painstakingl

I replaced my living room TV with this 4K laser projector for a month - and didn't regret it

ZDNET's key takeaways Valerion's VisionMaster Pro 2 retails for $2,999. This premium-built laser TV projects up to a 300-inch screen. It's still not ideal for brightly lit rooms (like all projectors). $2,999 at Amazon I chose the word "glorious" in the headline for this review because that word sprang to mind when I first laid eyes on the VisionMaster Pro 2 projector from Valerion -- and that was before I even plugged it in. Valerion, a sister company to Awol Vision, is just over a year old,

This Chinese Spacecraft Is Traveling to One of Earth’s Quasi-Moons

The China National Space Administration has shared the first image from its Tianwen-2 probe, which is en route to Kamo’oalewa, a near-Earth asteroid. The image was captured by a camera onboard the probe, which is currently more than 3 million kilometers from Earth, and shows one of its wings with its solar panels deployed. It is also the first glimpse the CNSA has offered of its space probe, which launched on May 29 on a Long March 3B rocket from the Xichang Satellite Launch Center in Zeyuan To

Strap in for a Thrilling Glimpse of Universal’s High-Speed ‘Fast & Furious’ Coaster

Giving a new name to family ride at Universal Studios Hollywood will be the theme park’s first major thrill rollercoaster inspired by The Fast and the Furious franchise. Height requirements are pending, sorry kids! The West Coast’s love for adrenaline-packed car races and theme parks combines in Fast & Furious: Hollywood Drift—Universal’s fastest “drifting” coaster with a speed of 72 MPH. The ride is set to open sometime next year, and construction is well underway for it with the tracks huggin

9to5Mac Daily: June 12, 2025 – watchOS 26 tidbits, Siri delays

Listen to a recap of the top stories of the day from 9to5Mac. 9to5Mac Daily is available on iTunes and Apple’s Podcasts app, Stitcher, TuneIn, Google Play, or through our dedicated RSS feed for Overcast and other podcast players. Sponsored by iMazing: iMazing 3 is a comprehensive platform for Apple device management with complete device control for backup management, data transfer capabilities, and much more. Try it now. New episodes of 9to5Mac Daily are recorded every weekday. Subscribe to ou

AMD CTO: power constraints, not compute, will shape tomorrow's supercomputers

In a nutshell: In his keynote at ISC 2025, AMD CTO Mark Papermaster emphasized that the next wave of supercomputers will demand breakthroughs in efficiency, reliability, and adaptability, not just raw performance. He noted that industry leaders are now grappling with the realities of explosive growth and the increasingly complex challenges it brings. Papermaster began by highlighting the continued surge in demand for high-performance computing, driven primarily by artificial intelligence. He po

Rust compiler performance

Perhaps the most often repeated complaint about Rust is its slow feedback loop and long compilation times. I hear about it all the time; in Rust podcasts, blog posts, surveys, conference talks or offline discussions. I also regularly complain about it, being a Rust user myself! Recently, in addition to the usual compile times complaints, I also started noticing the following sentiments being expressed by frustrated Rust developers: “Why doesn’t the Rust Project care more about this pressing and