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Mar 12, 2019
Unmasking Clever Hans predictors and assessing what machines really learn
Posted by Caycee Dee Neely in categories: entertainment, robotics/AI
Is your AI intelligent or just looking like it’s intelligent? In many ways, this depends on your idea of AI and what it is supposed to do. Scientists at Singapore University of Technology and Design have worked out a way to check for the issue. Open Access Journal: https://www.nature.com/articles/s41467-019-08987-4
Current learning machines have successfully solved hard application problems, reaching high accuracy and displaying seemingly intelligent behavior. Here we apply recent techniques for explaining decisions of state-of-the-art learning machines and analyze various tasks from computer vision and arcade games. This showcases a spectrum of problem-solving behaviors ranging from naive and short-sighted, to well-informed and strategic. We observe that standard performance evaluation metrics can be oblivious to distinguishing these diverse problem solving behaviors. Furthermore, we propose our semi-automated Spectral Relevance Analysis that provides a practically effective way of characterizing and validating the behavior of nonlinear learning machines. This helps to assess whether a learned model indeed delivers reliably for the problem that it was conceived for. Furthermore, our work intends to add a voice of caution to the ongoing excitement about machine intelligence and pledges to evaluate and judge some of these recent successes in a more nuanced manner.
Mar 12, 2019
A quantum experiment suggests there’s no such thing as objective reality
Posted by Genevieve Klien in category: quantum physics
Physicists have long suspected that quantum mechanics allows two observers to experience different, conflicting realities. Now they’ve performed the first experiment that proves it.
Mar 12, 2019
Stephen Hawking’s legacy will be honoured with a new 50p coin
Posted by Genevieve Klien in category: cosmology
A new 50p coin will memorialise Stephen Hawking, who died last year, while paying respect to his groundbreaking research on black holes.
Mar 12, 2019
Light provides control for 3D printing with multiple materials
Posted by Genevieve Klien in categories: 3D printing, biotech/medical, engineering
3D printing has revolutionized the fields of healthcare, biomedical engineering, manufacturing and art design.
Mar 12, 2019
Gene-edited food quietly arrives in restaurant cooking oil
Posted by Genevieve Klien in categories: bioengineering, biotech/medical, food, genetics
NEW YORK (AP) — Somewhere in the Midwest, a restaurant is frying foods with oil made from gene-edited soybeans. That’s according to the company making the oil, which says it’s the first commercial use of a gene-edited food in the U.S.
Calyxt said it can’t reveal its first customer for competitive reasons, but CEO Jim Blome said the oil is “in use and being eaten.”
The Minnesota-based company is hoping the announcement will encourage the food industry’s interest in the oil, which it says has no trans fats and a longer shelf life than other soybean oils. Whether demand builds remains to be seen, but the oil’s transition into the food supply signals gene editing’s potential to alter foods without the controversy of conventional GMOs, or genetically modified organisms.
Mar 12, 2019
Semiconductor-coated nanoparticles kill bacteria, cancer cells
Posted by Genevieve Klien in categories: biotech/medical, nanotechnology
Mar 12, 2019
Sir Martin Rees on the Future: Prospects for Humanity
Posted by Paul Battista in categories: robotics/AI, singularity
Astronomer Royal Sir Martin Rees on the #Future: Prospects for #Humanity https://www.singularityweblog.com/martin-rees/ #AI #Singularity #Futurism
Martin Rees has been concerned with our ever-heavier ‘footprint’ on the global environment and with the runaway consequences of our powerful technologies.
The age our universe is about 3.8 billion years which was formed after big bang. But we discovered a star named HD 140283 found to be older than the universe.
Mar 12, 2019
Quantum physicists succeed in controlling energy losses and shifts
Posted by Quinn Sena in categories: computing, quantum physics
Quantum computers need to preserve quantum information for a long time to be able to crack important problems faster than a normal computer. Energy losses take the state of the qubit from one to zero, destroying stored quantum information at the same time. Consequently, scientists all over the globe have traditionally worked to remove all sources of energy loss—or dissipation—from these machines.
Dr. Mikko Mottonen from Aalto University and his research team have taken a different approach. “Years ago, we realized that quantum computers actually need dissipation to operate efficiently. The trick is to have it only when you need it,” he explains.
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