Novel theorem demonstrates convolutional neural networks can always be trained on quantum computers, overcoming threat of ‘barren plateaus’ in optimization problems. Convolutional neural networks running on quantum computers have generated significant buzz for their potential to analyze quantum data better than classical computers can. While a fundamental solvability problem known as “barren plateaus” has limited the application of these neural networks for large data sets, new research overcomes that Achilles heel with a rigorous proof that guarantees scalability.

“The way you cons...

The cosmic boundary, perhaps caused by a young Jupiter or a wind from the solar system emerging, likely shaped the composition of infant planets. In the early solar system, a “protoplanetary disk” of dust and gas rotated around the sun and eventually coalesced into the planets we know today.

A new analysis of ancient meteorites by scientists at MIT and elsewhere suggests that a mysterious gap existed within this disk around 4...

Researchers have described a new antibiotic that appears to have the potential to cure Lyme disease. As if COVID and RSV weren’t bad enough, incidents of Lyme disease — a potentially serious disease caused by the bacteria Borrelia burgdorferi and transmitted following a bite of an infected deer tick — also are on the rise in the United States.

Lyme disease affects an estimated 300,000 people in the United States alone. Humans and animals can be infected with B. burgdorferi following the bite of an infected deer tick, also known as the black-legged tick. About 80% of those who contract the disease will develop a bulls-eye rash (erythema migrans) around or near the site of the bite anywhere from three to 30 days following the bite.

Although early antibiotic treatment is effective ...

An artificial intelligence (AI)-based technology rapidly diagnoses rare disorders in critically ill children with high accuracy, according to a report by scientists from University of Utah Health and Fabric Genomics, collaborators on a study led by Rady Children’s Hospital in San Diego. The benchmark finding, published in Genomic Medicine, foreshadows the next phase of medicine, where technology helps clinicians quickly determine the root cause of disease so they can give patients the right treatment sooner.

“This study is an exciting milestone demonstrating how rapid insights from AI-powered decision support technologies have the potential to significant...