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Artificial neuron merges DRAM with MoS₂ circuits to better emulate brain-like adaptability

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Artificial neuron merges DRAM with MoS₂ circuits to better emulate brain-like adaptability


Versatile neuron module design. Credit: Nature Electronics (2025). DOI: 10.1038/s41928-025-01433-y

The rapid advancement of artificial intelligence (AI) and machine learning systems has increased the demand for new hardware components that could speed up data analysis while consuming less power. As machine learning algorithms draw inspiration from biological neural networks, some engineers have been working on hardware that also mimics the architecture and functioning of the human brain.

Brain-inspired, or neuromorphic, hardware typically integrates components that mimic the functioning of brain cells, which are thus referred to as . Artificial neurons are connected to one another, with their connections weakening or strengthening over time.

This process resembles , the ability of the brain to adapt over time in response to experience and learning. By emulating synaptic plasticity, neuromorphic computing systems could run machine learning algorithms more efficiently, consuming less energy when analyzing large amounts of data and making predictions.

Researchers at Fudan University have recently developed a device based on the ultrathin semiconductor monolayer molybdenum disulfide (MoS₂) that could emulate the adaptability of biological neurons better than other artificial neurons introduced in the past. The new system, introduced in a paper published in Nature Electronics, combines a type of computer memory known as dynamic random-access memory (DRAM) with MoS₂-based circuits.

“Neuromorphic hardware that accurately simulates diverse neuronal behaviors could be of use in the development of edge intelligence,” Yin Wang, Saifei Gou and their colleagues wrote in their paper.

“Hardware that incorporates synaptic plasticity—adaptive changes that strengthen or weaken synaptic connections—has been explored, but mimicking the full spectrum of learning and memory processes requires the interplay of multiple plasticity mechanisms, including intrinsic plasticity. We show that an integrate-and-fire neuron can be created by combining a dynamic random-access memory and an inverter that are based on wafer-scale monolayer molybdenum disulfide films.”







The evolution of the output spike during the learning process. Credit: Nature Electronics (2025). DOI: 10.1038/s41928-025-01433-y

The artificial neuron developed by the researchers has two key components: a DRAM system and an inverter circuit. DRAMs are memory systems that can store electrical charges in structures known as capacitors. The amount of electrical charge in the capacitors can be modulated to mimic variations in the electrical charge across the membrane of biological neurons, which ultimately determine whether they will fire or not.

An inverter, on the other hand, is an that can flip an input signal from high voltage to low voltage or vice versa. In the team’s artificial neuron, this circuit enables the generation of bursts of electricity resembling those observed in biological neurons when they fire.

“In the system, the voltage in the dynamic random-access memory capacitor—that is, the neuronal membrane potential—can be modulated to emulate intrinsic plasticity,” wrote the authors. “The module can also emulate the photopic and scotopic adaptation of the human visual system by dynamically adjusting its light sensitivity.”

To assess the potential of the artificial neuron they created, the researchers fabricated a few and assembled them into a 3 × 3 grid. They then tested the ability of this 3×3 neuron array to adapt its responses to inputs based on changes in light, mimicking how the human visual system adapts in different lighting conditions. Finally, they used their system to run a model for image recognition and assessed its performance.

“We fabricate a 3 × 3 photoreceptor neuron array and demonstrate light coding and visual adaptation,” wrote the authors. “We also use the neuron module to simulate a bioinspired neural network model for image recognition.”

The artificial neuron developed by Wang, Gou and their colleagues has proved to be very promising so far, particularly for the energy-efficient implementation of computer vision and image recognition models. In the future, the researchers could fabricate other bio-inspired computing systems based on the newly developed device and test their performance on other computational tasks.

Written for you by our author Ingrid Fadelli, edited by Gaby Clark, and fact-checked and reviewed by Robert Egan—this article is the result of careful human work. We rely on readers like you to keep independent science journalism alive.
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More information:
Yin Wang et al, A biologically inspired artificial neuron with intrinsic plasticity based on monolayer molybdenum disulfide, Nature Electronics (2025). DOI: 10.1038/s41928-025-01433-y.

© 2025 Science X Network

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‘STAGED’: Conspiracy Theories Are Everywhere Following White House Correspondents’ Dinner Shooting

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‘STAGED’: Conspiracy Theories Are Everywhere Following White House Correspondents’ Dinner Shooting


In the immediate aftermath of the attack on the White House Correspondents’ Dinner on Saturday night, influencers, pundits, and random posters lit up social media platforms like X, Bluesky, and Instagram with conspiracy theories about the attack and the alleged shooter.

Both left and right-wing accounts claimed, without evidence, that the attack was staged.

President Donald Trump, Vice President JD Vance, and dozens of other high-profile administration officials and journalists were attending the dinner at the Hilton hotel in Washington, DC, when a suspect, later identified by media reports as Cole Tomas Allen from California, allegedly ran past security towards the event. He was detained by law enforcement while the president and vice president were evacuated. Police said that they believe Cole acted alone, but did not expand on who his intended target was or what his motive may have been. “We believe the suspect was targeting administration officials,” acting attorney general Todd Blanche told NBC’s Meet the Press on Sunday morning.

On Bluesky, which has a predominantly left-leaning user base, many people simply wrote the word “STAGED” over and over again, echoing the response to the Trump assassination attempt in Butler, Pennsylvania in 2024.

On X, many claimed the shooting was staged as a way to bolster support for Trump’s plan to build a new ballroom in the White House. The president referenced the ballroom in a press conference after the incident and a Truth Social post on Sunday morning. Many prominent online Trump boosters echoed the need for the ballroom, including far-right podcaster Jack Posobiec, Libs of TikTok creator Chaya Raichik, and Tom Fitton, the right-wing activist who runs Judicial Watch.

Their quick response, conspiracy theorists claimed, was evidence of a coordinated campaign following the shooting. “Is this another staged event,” one X user asked in a post that has been viewed more than 5 million times.

Other social media users who claimed the incident was staged pointed to a Fox News clip that featured the station’s White House correspondent Aishah Hasnie speaking from the Hilton hotel. Hasnie told viewers that prior to the shooting, press secretary Karoline Leavitt’s husband allegedly told her “you need to be very safe,” before the call was cut off.

“Fox News just cut one of their reporters off as they seemed to indicate the shooting was a pre-planned false flag,” one X user wrote in a post that has been viewed more than 2 million times. Hasnie later clarified in an X post that her cell service had cut out in a location with notoriously bad service, adding: “He was telling me to be careful with my own safety because the world is crazy. He was expressing his concern for my safety.”

“I don’t want to be fomenting conspiracies,” wrote Angelo Carusone, the chair and president of Media Matters, on Bluesky about the Fox News interview. “But I mean…this was super weird. Super weird.”

Leavitt herself was also the focus of conspiracy theories after she said “shots will be fired” in an interview ahead of the dinner, referring to the jokes Trump was scheduled to deliver. Following the attack, X users claimed the comment was “strange,” “sus,” or a “curious choice of words,” while sharing memes that suggested the shooting was staged. At least one mainstream outlet appeared to amplify the conspiracy theory as well, describing Leavitt’s comment as “eerie” and “bizarre.”





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Your Kindle Is Better With Accessories. Here’s Where to Start

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Your Kindle Is Better With Accessories. Here’s Where to Start



Kindle Holders

Hate holding up your Kindle? Or struggle with chronic pain that makes holding it feel terrible? These holders will literally take the weight out of your hands.

Lamicall

Gooseneck iPad Holder

This holder works for Kindles and tablets alike, and even my Nintendo Switch. The clamp base lets you attach it to tables and furniture, and it’s easy to position in front of or even above you if you wanted to lie down and read.

Lamicall

Tablet Pillow Stand Holder

If you want something that’s freestanding, this pillow tablet stand holder works great for a Kindle. I use it on the couch, and I can sit up or lounge back and adjust the stand arm to suit my position. There are also two built-in cup and snack holders. Lamicall says they’re food safe, but I just use it to hold my tea mug and phone.


A Freestanding Charger

Looking to keep your Kindle charged without adding another cord to the floor of your desk or bedside table? Same. Here’s a more stylish solution if you have one of the Signature editions.

Anker

Wireless Charging Dock for Kindle

This wireless charging dock is made by Anker for Kindles, specifically for Kindle Paperwhite and Colorsoft’s seven-inch Signature editions. Those versions have wireless charging capabilities, and this stand takes advantage of that with charging coils that line up with the back of the Kindle, where the wireless charging is. You’ll want to take off any MagSafe cases; leaving mine on made the little light on the charging dock flash until I took it off.


A Kindle Page Turner

The hottest new item to get as a Kindle lover is a page turner. They’re especially handy for holders like the ones above, where your hands aren’t already on the device, and can make for a great accessibility accessory for readers with different needs.

My biggest irritation with these devices so far is that you have to charge them both individually, and if one runs out of battery, the whole thing is useless. I also don’t love that the turner does tend to block at least one letter while I read, and you can’t place it on the lower or upper margins since it’ll activate the menus instead of turning the page. Still, it makes reading ultra comfortable, especially for my strained wrists.

Here’s my favorite one so far, that’s been solid at holding a charge, and next I’m testing this remote ($15) with a wearable ring clicker instead of a remote.



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California Engineer Identified in Suspected Shooting at White House Correspondents’ Dinner

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California Engineer Identified in Suspected Shooting at White House Correspondents’ Dinner


A 31-year-old engineer and computer scientist was identified by media reports and President Donald Trump as the suspected shooter at the White House Correspondents Dinner on Saturday night.

Cole Tomas Allen, of Torrance, California, was apprehended following the firing of shots at the Washington Hilton, where Trump was scheduled to deliver remarks to a ballroom full of journalists, cabinet officials, and Hilton staff. Allen’s name surfaced in media reports shortly before Trump posted two photos of a suspect following his apprehension. The person in the photos Trump posted matches photos of Allen.

In dramatic scenes, several shots were heard outside the ballroom, after which Trump and Vice President JD Vance were immediately rushed off the stage by the United States Secret Service. In the immediate aftermath of the shooting incident, it briefly appeared as if the event would proceed—Trump posted “LET THE SHOW GO ON” on Truth Social—but the event was eventually shut down.

According to the Metropolitan Police Department, the suspect “charged” a Secret Service checkpoint at the Hilton hotel, and was intercepted by agents. MPD interim chief Jeffery Carroll said the suspect was carrying a “shotgun, handgun, and multiple knives.”

At a White House press conference following the shooting, Trump said one United States Secret Service agent was shot but saved from serious injury by his bulletproof vest. Trump said the agent, who was not named, is “doing great” and in “great shape.” No other injuries were immediately reported.

The suspect was later transported to a local hospital “to be evaluated,” according to Carroll, who said he appears to be a “lone actor.”

Around the time Trump’s press conference began on Saturday night, he posted a picture on his Truth Social account appearing to show the suspected shooter on the ground, with his hands restrained behind his back, and a foil warming blanket covering the lower half of his body.

A WIRED review of public databases shows a seemingly minimal online presence associated with Allen’s name. According to his LinkedIn profile, he graduated from Caltech in 2017 with a bachelor’s in mechanical engineering and from California State University Dominguez Hills in 2025 with a master’s in computer science. An apparent photo of Allen that appears on Caltech’s website identifies him as a member of the school’s Mechanical Engineering 72 class, described by the school as a “two-term engineering design lab” for building robots and autonomous vehicles. His name is also listed in a 2025 Dominguez Hills graduation program. A search in a public facial recognition database returns only two images, both apparently of him as an undergraduate.

According to the alleged shooter’s LinkedIn profile, he has been employed part-time since March 2020 at C2 Education, a private company that helps students prepare for the SAT and ACT exams. In December 2024, C2 Education said in posts on LinkedIn and Facebook that he was the company’s “December Teacher of the Month.”

Since 2018, the suspected shooter has self-identified on his LinkedIn profile as a “self-employed” indie game developer. He appears to have released an “atomic fighting game” called Bohrdom on Steam in 2018. The game was advertised using accounts on YouTube and X that appeared to have little to no following. The caption for a trailer of the game describes it as a “non-violent, skill-based, asymmetrical fighting game loosely based on a chemistry model that is itself loosely based on reality.”

C2 Education and did not immediately respond to requests for comment. When reached for comment, the Metropolitan Police Department referred WIRED to a video of its public press conference.



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