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Density-Functional Models Get Excited

A venerable strategy for approximating a system’s ground states has now been extended to accommodate its excited states.

Density-functional theory (DFT) owes its name and utility to its central insight: that a potential’s influence on a system of interacting electrons can be expressed in terms of the electrons’ density. Existing models restrict DFT to ground states and exclude excited states. But now Tim Gould of Griffith University, Australia, and his collaborators have found a way to overcome the restriction [1].

At the heart of DFT are exchange-correlation models, which simplify the treatment of electrons’ behavior by using certain limiting cases. This simplification allows DFT to simulate ground states of large electronic systems. A generalization of the theory, called ensemble DFT, can cope with excited states, but this theory’s more complex exchange-correlation models make large systems computationally intractable. Gould and his collaborators discovered that when the electron density is sufficiently low, these complications vanish and the models for dealing with excited states revert to being as simple as those used for regular DFT. Then, regular DFT suffices. At the other extreme—when electron density is high—complications are simplified to the point that exact solutions can be obtained.

Scientists Say The Moon Needs Its Own Lunar Time Zone. Here’s Why

On July 21, 1969, Neil Armstrong took that first fateful step onto the Moon. The exact moment occurred just as our planet’s standard universal time hit 2.56 am. But what time was it for Neil?

There’s currently no answer to that question, but with plans in place to inhabit the Moon, that may need to change.

At a recent meeting in the Netherlands, members from space organizations around the world agreed that we need to implement a proper lunar time zone – an internationally accepted common lunar reference time that all future missions can use to communicate and navigate with ease.

Microsoft search engine Bing reaches 100 million daily active users after ChatGPT adoption

Work faster Google!


Yahoo Finance Live discusses Bing reaching 100 million daily active users after Microsoft released it’s ChatGPT integrated features.

Video Transcript

SEANA SMITH: Today, my play is Microsoft. Its search engine Bing here reaching a new milestone, reaching 100 million daily active users just weeks after rolling out its AI-powered Bing chat feature. So it looks to be paying off a little bit. Of its active users, the tech giant saying that roughly a third are new to Bing. In a blog post, though, Microsoft’s head of consumer marketing writing that while they are gaining market share, Microsoft remains a small, low single digit share player.

Germline Mutations vs Somatic Mutations

This video explains germline mutations vs somatic mutations.

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Net transfer of carbon between ectomycorrhizal tree species in the field

Different plant species can be compatible with the same species of mycorrhizal fungi1,2 and be connected to one another by a common mycelium3,4. Transfer of carbon3,4,5, nitrogen6,7 and phosphorus8,9 through interconnecting mycelia has been measured frequently in laboratory experiments, but it is not known whether transfer is bidirectional, whether there is a net gain by one plant over its connected partner, or whether transfer affects plant performance in the field10,11. Laboratory studies using isotope tracers show that the magnitude of one-way transfer can be influenced by shading of ‘receiver’ plants3,5, fertilization of ‘donor’ plants with phosphorus12, or use of nitrogen-fixing donor plants and non-nitrogen-fixing receiver plants13,14, indicating that movement may be governed by source–sink relationships.

New Embedding Model

Blog post: https://openai.com/blog/new-and-improved-embedding-model/
Abstract: We are excited to announce a new embedding model which is significantly more capable, cost effective, and simpler to use. The new model, text-embedding-ada-002, replaces five separate models for text search, text similarity, and code search, and outperforms our previous most capable model, Davinci, at most tasks, while being priced 99.8% lower.

#nlproc #nlp #artificialintelligence #ml #deeplearning

Complex Learned Social Behavior Discovered in Bee’s Waggle Dance

Summary: A bee’s “waggle dance”, an intricate series of motions that signals the location of critical resources to other bees, is improved by social learning and can be culturally transmitted.

Source: UCSD

Passing down shared knowledge from one generation to the next is a hallmark of culture and allows animals to rapidly adapt to a changing environment.

A robot that can autonomously explore real-world environments

Roboticists have developed many advanced systems over the past decade or so, yet most of these systems still require some degree of human supervision. Ideally, future robots should explore unknown environments autonomously and independently, continuously collecting data and learning from this data.

Researchers at Carnegie Mellon University recently created ALAN, a robotic agent that can autonomously explore unfamiliar environments. This robot, introduced in a paper pre-published on arXiv and set to be presented at the International Conference of Robotics and Automation (ICRA 2023), was found to successfully complete tasks in the real-world after a brief number of exploration trials.

“We have been interested in building an AI that learns by setting its own objectives,” Russell Mendonca, one of the researchers who carried out the study, told Tech Xplore. “By not depending on humans for supervision or guidance, such agents can keep learning in new scenarios, driven by their own curiosity. This would enable continual generalization to , and discovery of increasingly complex behavior.”

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