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Jan 13, 2021

Concept whitening: A strategy to improve the interpretability of image recognition models

Posted by in categories: robotics/AI, space

Over the past decade or so, deep neural networks have achieved very promising results on a variety of tasks, including image recognition tasks. Despite their advantages, these networks are very complex and sophisticated, which makes interpreting what they learned and determining the processes behind their predictions difficult or sometimes impossible. This lack of interpretability makes deep neural networks somewhat untrustworthy and unreliable.

Researchers from the Prediction Analysis Lab at Duke University, led by Professor Cynthia Rudin, have recently devised a technique that could improve the interpretability of deep neural networks. This approach, called whitening (CW), was first introduced in a paper published in Nature Machine Intelligence.

Continue reading “Concept whitening: A strategy to improve the interpretability of image recognition models” »

Jan 13, 2021

From supernova to something much more intriguing at the core of galaxy 253–3

Posted by in category: cosmology

On 14 November 2014, a bright flash flagged the All Sky Automated Survey for Supernovae, or ASAS-SN — a global network of 20 telescopes managed at Ohio State University in the U.S. The flash originated in galaxy ESO 253–3, located 570 million light-years away.

The sudden burst of energy was examined by astronomers and categorized as a likely supernova and assigned the event designation ASASSN-14ko. Six years later, Anna Payne, a NASA Graduate Fellow at the University of Hawai’i at Mānoa, discovered it was something much different.

Continue reading “From supernova to something much more intriguing at the core of galaxy 253-3” »

Jan 13, 2021

New Research Could Enable Direct Data Transfer From Computers to Living Cells

Posted by in categories: biotech/medical, computing

“This is perhaps the hardest part of all DNA storage approaches. If you can get the cells to directly talk to a computer, and interface its DNA-based memory system with a silicon-based memory system, then there are lots of possibilities in the future.”

The work builds on a CRISPR-based cellular recorder Wang had previously designed for E. coli bacteria, which detects the presence of certain DNA sequences inside the cell and records this signal into the organism’s genome.

The system includes a DNA-based “sensing module” that produces elevated levels of a “trigger sequence” in response to specific biological signals. These sequences are incorporated into the recorder’s “DNA ticker tape” to document the signal.

Jan 13, 2021

Jim Glickenhaus Just Teased a Hydrogen Supercar With Insane Range

Posted by in categories: energy, transportation

For many automakers, hydrogen fuel cell power isn’t the future of the automobile. But after seeing the SCG 009, we might want to give hydrogen a chance.

Jan 13, 2021

China Builds The World’s Largest Electric Cruise Ship

Posted by in categories: sustainability, transportation

Meet the “Yangtze River Three Gorges 1”, an electric cruise ship, announced in December, that is poised to become the world’s largest of its kind (among EVs).

According to the brief info, it will be launched in July and enter service in November of 2021, on popular tourist routes: the Two Dams and One Gorge, the Yichang Yangtze River Night Cruise, and the Three Gorges Shiplift.

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Jan 13, 2021

Scientists May Have Detected a Signal That Could Change Astronomy Forever

Posted by in categories: physics, space

Scientists think they may have spied the universe’s “gravitational wave background” after more than a decade of searching.

Jan 13, 2021

It’s a lot more than a shovel

Posted by in category: military

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Jan 13, 2021

Pivotal discovery in quantum and classical information processing

Posted by in categories: engineering, particle physics, quantum physics

Working with theorists in the University of Chicago’s Pritzker School of Molecular Engineering, researchers in the U.S. Department of Energy’s (DOE) Argonne National Laboratory have achieved a scientific control that is a first of its kind. They demonstrated a novel approach that allows real-time control of the interactions between microwave photons and magnons, potentially leading to advances in electronic devices and quantum signal processing.

Microwave photons are forming the that we use for wireless communications. On the other hand, magnons are the elementary particles forming what scientists call “spin waves”—wave-like disturbances in an ordered array of microscopic aligned spins that can occur in certain magnetic materials.

Microwave photon-magnon interaction has emerged in recent years as a promising platform for both classical and processing. Yet, this interaction had proved impossible to manipulate in real time, until now.

Jan 13, 2021

Researchers create a highly sensitive biohybrid olfactory sensor

Posted by in categories: bioengineering, biotech/medical, chemistry, evolution

A keen sense of smell is a powerful ability shared by many organisms. However, it has proven difficult to replicate by artificial means. Researchers combined biological and engineered elements to create what is known as a biohybrid component. Their volatile organic compound sensor can effectively detect odors in gaseous form. They hope to refine the concept for use in medical diagnosis and the detection of hazardous materials.

Electronic devices such as cameras, microphones and pressure sensors enable machines to sense and quantify their environments optically, acoustically and physically. Our sense of smell however, despite being one of nature’s most primal senses, has proven very difficult to replicate artificially. Evolution has refined this sense over millions of years and researchers are working hard to catch up.

“Odors, airborne chemical signatures, can carry useful information about environments or samples under investigation. However, this information is not harnessed well due to a lack of sensors with sufficient sensitivity and selectivity,” said Professor Shoji Takeuchi from the Biohybrid Systems Laboratory at the University of Tokyo. “On the other hand, biological organisms use information extremely efficiently. So we decided to combine existing biological sensors directly with artificial systems to create highly sensitive volatile organic compound (VOC) sensors. We call these biohybrid sensors.”

Jan 13, 2021

Physicists Detect Tantalising Hints of a “Fundamentally New Form of Quantum Matter”

Posted by in categories: particle physics, quantum physics

Metals and insulators are the yin and yang of physics, their respective material properties strictly dictated by their electrons’ mobility — metals should conduct electrons freely, while insulators keep them in place.

So when physicists from Princeton University in the US found a quantum quirk of metals bouncing around inside an insulating compound, they were lost for an explanation.

We’ll need to wait on further studies to find out exactly what’s going on. But one tantalising possibility is that a previously unseen particle is at work, one that represents neutral ground in electron behaviour. They’re calling it a ‘neutral fermion’.