Quantum hyperdimensional computing can work 500 times faster than other methods

Quantum computing paradigm inspired by the human brain
Circuit diagram illustrating the two-stage bundling. Credit: npj Unconventional Computing (2026). DOI: 10.1038/s44335-026-00064-6

Cleveland Clinic researchers are unlocking quantum computing’s full potential through the creation of a new computing paradigm inspired by the human brain. Fabio Cumbo, Ph.D., research associate in the lab of Daniel Blankenberg, Ph.D., associate staff, Computational Life Sciences, is developing the model, called quantum hyperdimensional computing (QHDC).

Cumbo published the first-ever implementation of QHDC in two distinct experiments in npj Unconventional Computing.

Hyperdimensional computing (HDC) is a type of computing based in neuroscience. It follows the idea that a concept in the brain is not stored on one single neuron...

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Powerful UFO spotted blasting from a distant black hole

Powerful UFO spotted blasting from a distant black hole
Artistic view of multiphase AGN-driven winds highlighting the different phases and scales that are involved in the outflow. Credit: University of Bologna

Astronomers have detected one of the most powerful ultrafast outflows ever seen from a distant supermassive black hole. Using XMM-Newton and NuSTAR, a team studied a hyper-luminous quasar at cosmic noon and found two distinct wind components blasting away from the black hole, details of which are outlined in a paper submitted to the arXiv preprint server on June 3. The study has been submitted to the journal Astronomy & Astrophysics and is currently under minor revision.

Killer winds
Black holes consuming large amounts of material tend to lash out, driving powerful winds of gas outward from the vicinity of the accretion disk...

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Vagus nerve stimulation may quiet pain through newly mapped brainstem pathway

Physical pain is essential for survival, as it allows animals to detect when they are injured or unwell, seek shelter and address their ailments. Yet when it becomes chronic, pain can also become highly distressing and debilitating.

While there are now several therapeutic strategies for managing chronic pain, an emerging one that has been found to be particularly promising is vagus nerve stimulation (VNS). VNS entails the delivery of mild electrical pulses to the nerve that connects the brain to organs throughout the body.

Past studies suggest that VNS-based therapy can reduce the pain associated with various medical conditions, including chronic headaches, fibromyalgia and joint inflammation. The neural processes by which it can ease pain, however, are still poorly understood.

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Bridging the gap between neuromorphic ionic computing and more efficient AI

Bridging the gap between neuromorphic ionic computing and more efficient AI
Neuromorphic ionic devices have the potential to mimic the energy efficient computing found in the human brain. Credit: J. Cataldo/LLNL

The human brain is the ultimate supercomputer. It uses a highly branched and interconnected network of neurons and synapses to achieve massive computational power with extreme efficiency. In the age of AI, the brain, a paradigm of efficient neuromorphic computing, is providing inspiration for scientists.

Ionic computing—which uses ions to compute instead of the electrons in typical devices—could provide a path forward for neuromorphic technology that rivals the brain’s efficiency. But the field is only a few years old, and many challenges remain before it moves beyond proof of principle and toward real-world deployment.

To bring neuromorphic ...

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