Lifeboat Foundation

Researchers at the University of Texas have discovered a new way for neural networks to simulate symbolic reasoning. This discovery sparks an exciting path toward uniting deep learning and symbolic reasoning AI.

In the new approach, each neuron has a specialized function that relates to specific concepts. “It opens the black box of standard deep learning models while also being able to handle more complex problems than what symbolic AI has typically handled,” Paul Blazek, University of Texas Southwestern Medical Center researcher and one of the authors of the Nature paper, told VentureBeat.

This work complements previous research on neurosymbolic methods such as MIT’s Clevrer, which has shown some promise in predicting and explaining counterfactual possibilities more effectively than neural networks. Additionally, DeepMind researchers previously elaborated on another neural network approach that outperformed state-of-the-art neurosymbolic approaches.

Heliogen announced the roll-out of its robots to install and clean its CSP plants.

Heliogen, a California-based developer of concentrated solar power (CSP) plants, held the first technical demonstration of its ICARUS, or Installation & Cleaning Autonomous Robot & Utility Solution.

ICARUS is a system of autonomous robots designed to clean the heliostats, which are the reflective mirrors of the CSP system. Heliostats reflect sunlight into a collection tower, where the light and heat is converted to electricity and usable thermal energy. Recently, the company partnered with Bloom Energy to produce hydrogen fuel.

Continue reading “Autonomous robot for concentrated solar power installation and maintenance” »

Stein Emil Vollset, the study’s lead author and Professor of Global Health at the Institute for Health Metrics and Evaluation (IHME), elaborated on the findings.

“The last time that global population declined was in the mid 14th century, due to the Black Plague,” he told IFLScience. “If our forecast is correct, it will be the first time population decline is driven by fertility decline, as opposed to events such as a pandemic or famine.”

Some countries, however, are forecasted to see an increase in population.

They have cheap labour.

With China aggressively expanding in various fields like artificial intelligence, 5G networking, semiconductors, and more, it appears that the nation will be overtaking the US in 21st century technologies within just a decade.

Continue reading “China could surpass US in core 21st Century technologies within a decade: Harvard” »

Globally, it’s estimated that we mine as much as 50 billion metric tonnes of sand every year to build our roads, bridges, skyscrapers, homes and more. Rapid urbanization around the world has made sand a high value commodity, so much so that, for some, it’s even worth killing for. But not all sand is the same, and experts say some mining operations are damaging ecosystems, infrastructure and putting people in danger around the world.

0:00 Intro.
1:06 How the world uses sand.
3:46 Inside the growing demand for sand.
6:08 How the world mines sand.
7:33 A look at the environmental effects of sand mining.
9:20 Explaining sand mafias and cartels.
11:14 Exploring alternative building materials.
13:04 The future of sand and concrete.

Continue reading “How Sand Mining Is Quietly Creating A Major Global Environmental Crisis | Forbes” »

*slaps roof* This baby practically drives itself.

Drivers will be able to take their eyes off the road at speeds of up to 37 mph.

which envisions coordinating hundreds of #robots for missions in urban areas. http://ow.ly/OtWm50H8by5

Researchers have refined a molecule that shows promise for the prevention of Parkinson’s disease.

Researchers have refined a molecule that shows promise for the prevention of Parkinson’s disease.… See more.

Summary: Researchers have refined a molecule that shows promise for the prevention of Parkinson’s disease.

Source: University of Bath

Continue reading “Are Scientists Homing in on a Cure for Parkinson’s Disease?” »

https://buff.ly/3yezAQJ #UAV #Defence #OSINT

Technicians plan to conduct deck-handling testing of the MQ-25 Stingray on the aircraft carrier USS George HW Bush (CVN 77) while the ship is underway in December. (Michael Fabey)

Continue reading “Carrier Bush prepares for additional Stingray testing” »