New memristor training method slashes AI energy use by six orders of magnitude

New memristor training method slashes AI energy use by six orders of magnitude
The implementation of SRNet ×2 on memristor hardware. Credit: Nature Communications (2025). DOI: 10.1038/s41467-025-66240-7

In a Nature Communications study, researchers from China have developed an error-aware probabilistic update (EaPU) method that aligns memristor hardware’s noisy updates with neural network training, slashing energy use by nearly six orders of magnitude versus GPUs while boosting accuracy on vision tasks. The study validates EaPU on 180 nm memristor arrays and large-scale simulations.

Analog in-memory computing with memristors promises to overcome digital chips’ energy bottlenecks by performing matrix operations via physical laws. Memristors are devices that combine memory and processing like brain synapses.

Inference on these systems works well, as shown ...

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Astronomer uses ‘China Sky Eye’ to reveal binary origin of fast radio bursts

Astronomer uses 'China Sky Eye' to reveal binary origin of fast radio bursts
Credit: Y. Liu, X. Yang, Y.F. Liang, W.L. Zhang and Y. Li (PMO)

An international team of astronomers, including researchers from the Department of Physics at The University of Hong Kong (HKU), has uncovered the first decisive evidence that at least some fast radio burst (FRB) sources—brief but powerful flashes of radio waves from distant galaxies—reside in binary stellar systems. This means the FRB source is not an isolated star, as previously assumed, but part of a binary stellar system in which two stars orbit each other.

Using the Five-hundred-meter Aperture Spherical Telescope (FAST) located in Guizhou, also known as the “China Sky Eye,” the team detected a distinctive signal that reveals the presence of a nearby companion star orbiting the FRB source.

The discovery, publ...

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Soft, 3D transistors could host living cells for bioelectronics

Soft, 3D transistors may upend semiconductor device design, transform bioelectronics
From 2D rigid electronics to 3D soft electronics: Increasing the dimensionality of transistors with 3D hydrogel semiconductors. Credit: Shiming Zhang

New research from the WISE group (Wearable, Intelligent, Soft Electronics) at The University of Hong Kong (HKU-WISE) has addressed a long-standing bioelectronic challenge: the development of soft, 3D transistors.

This work introduces a new approach to semiconductor device design with transformative potential for bioelectronics. It is published in Science.

Led by Professor Shiming Zhang from the Department of Electrical and Electronic Engineering, Faculty of Engineering, the research team included senior researchers who joined HKU-WISE from the University of Cambridge and the University of Chicago, together with HKU Ph.D...

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Hidden magma oceans could shield rocky exoplanets from harmful radiation

Illustration of a super-earth shown with cross-sections revealing the deep layer of molten rock known as the basal magma ocean that could produce magnetic fields for super-earths.
UNDER ARMOR? Deep layers of molten rock inside some super-earths could generate powerful magnetic fields—potentially stronger than Earth’s—and help shield these exoplanets from harmful radiation. (University of Rochester Laboratory for Laser Energetics illustration / Michael Franchot)

Deep beneath the surface of distant exoplanets known as super-Earths, oceans of molten rock may be doing something extraordinary: powering magnetic fields strong enough to shield entire planets from dangerous cosmic radiation and other harmful high-energy particles.

Earth’s magnetic field is generated by movement in its liquid iron outer core—a process known as a dynamo—but larger rocky worlds like super-Earths might have solid or fully liquid cores that cannot produce magnetic fields in the sam...

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