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New approach improves accuracy of quantum chemistry simulations using machine learning

A new trick for modeling molecules with quantum accuracy takes a step toward revealing the equation at the center of a popular simulation approach, which is used in fundamental chemistry and materials science studies.

The effort to understand materials and eats up roughly a third of national lab supercomputer time in the U.S. The gold standard for accuracy is the quantum many-body problem, which can tell you what’s happening at the level of individual electrons. This is the key to chemical and material behaviors as electrons are responsible for chemical reactivity and bonds, electrical properties and more. However, quantum many-body calculations are so difficult that scientists can only use them to calculate atoms and molecules with a handful of electrons at a time.

Density functional theory, or DFT, is easier—the computing resources needed for its calculations scale with the number of electrons cubed, rather than rising exponentially with each new electron. Instead of following each individual electron, this theory calculates electron densities—where the electrons are most likely to be located in space. In this way, it can be used to simulate the behavior of many hundreds of atoms.

17,500 Phishing Domains Target 316 Brands Across 74 Countries in Global PhaaS Surge

The phishing-as-a-service (PhaaS) offering known as Lighthouse and Lucid has been linked to more than 17,500 phishing domains targeting 316 brands from 74 countries.

“Phishing-as-a-Service (PhaaS) deployments have risen significantly recently,” Netcraft said in a new report. “The PhaaS operators charge a monthly fee for phishing software with pre-installed templates impersonating, in some cases, hundreds of brands from countries around the world.”

Lucid was first documented by Swiss cybersecurity company PRODAFT earlier this April, detailing the phishing kit’s ability to send smishing messages via Apple iMessage and Rich Communication Services (RCS) for Android.

Microsoft starts rolling out Gaming Copilot on Windows 11 PCs

Microsoft has begun rolling out the beta version of its AI-powered Gaming Copilot to Windows 11 systems for users aged 18 or older, excluding those in mainland China.

Tagged as a “personal gaming sidekick,” Gaming Copilot will also be pushed to Xbox mobile app users on Apple and Android devices starting next month.

To start using Gaming Copilot in the Game Bar, Windows users must install the Xbox PC app on their PC and use the Windows logo key + G keyboard shortcut to open the Game Bar. Next, they can find the Gaming Copilot icon in the Home Bar, open the widget, and log in to their Xbox account.

Scientists Train AI to Forecast Over 1,000 Diseases, Years in Advance

Scientists said Wednesday that they had created an AI model able to predict medical diagnoses years in advance, building on the same technology behind consumer chatbots like ChatGPT.

Based on a patient’s case history, the Delphi-2M AI “predicts the rates of more than 1,000 diseases” years into the future, the team from British, Danish, German and Swiss institutions wrote in a paper published in the journal Nature.

Researchers trained the model on data from Britain’s UK Biobank – a large-scale biomedical research database with details on about half a million participants.

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