Computer Science: Artificial Intelligence (AI)
Published

Making 'transport' robots smarter      (via sciencedaily.com) 

Imagine a team of humans and robots working together to process online orders -- real-life workers strategically positioned among their automated coworkers who are moving intelligently back and forth in a warehouse space, picking items for shipping to the customer. This could become a reality sooner than later, thanks to researchers who are working to speed up the online delivery process by developing a software model designed to make 'transport' robots smarter.

Mathematics: Modeling
Published

Explainable AI-based physical theory for advanced materials design      (via sciencedaily.com) 

Microscopic image data is key to developing low-power, high-speed electronic devices. However, the complex interactions in nanoscale magnetic materials are difficult to understand. A research group has now realized a new functional design theory called 'extended Landau free energy model' that combines topology and AI with free energy to automate the interpretation of the microscopic image. This model illustrates the physical mechanism and critical location of magnetization reversal and proposes a device structure with low energy consumption.

Computer Science: Artificial Intelligence (AI) Mathematics: Modeling
Published

A simpler path to better computer vision      (via sciencedaily.com) 

Research finds using a large collection of simple, un-curated synthetic image generation programs to pretrain a computer vision model for image classification yields greater accuracy than employing other pretraining methods that are more costly and time consuming, and less scalable.

Computer Science: Artificial Intelligence (AI)
Published

A far-sighted approach to machine learning      (via sciencedaily.com) 

A new technique enables artificial intelligence agents to think much farther into the future when considering how their behaviors can influence the behaviors of other AI agents, toward the completion of a task. This approach improves long-term performance of cooperative or competitive AI agents.

Computer Science: Artificial Intelligence (AI) Computer Science: Quantum Computers
Published

Quantum algorithms save time in the calculation of electron dynamics      (via sciencedaily.com) 

Quantum computers promise significantly shorter computing times for complex problems. But there are still only a few quantum computers worldwide with a limited number of so-called qubits. However, quantum computer algorithms can already run on conventional servers that simulate a quantum computer. A team has succeeded in calculating the electron orbitals and their dynamic development using an example of a small molecule after a laser pulse excitation. In principle, the method is also suitable for investigating larger molecules that cannot be calculated using conventional methods.

Mathematics: Modeling
Published

Glass-like shells of diatoms help turn light into energy in dim conditions      (via sciencedaily.com) 

A new study has revealed how the glass-like shells of diatoms help these microscopic organisms perform photosynthesis in dim conditions. A better understanding of how these phytoplankton harvest and interact with light could lead to improved solar cells, sensing devices and optical components.

Computer Science: Artificial Intelligence (AI)
Published

Self-organization: What robotics can learn from amoebae      (via sciencedaily.com) 

Researchers have developed a new model to describe how biological or technical systems form complex structures without external guidance.

Computer Science: Artificial Intelligence (AI)
Published

Artificial neural networks learn better when they spend time not learning at all      (via sciencedaily.com)     Original source 

Researchers discuss how mimicking sleep patterns of the human brain in artificial neural networks may help mitigate the threat of catastrophic forgetting in the latter, boosting their utility across a spectrum of research interests.

Computer Science: Artificial Intelligence (AI)
Published

'Butterfly bot' is fastest swimming soft robot yet      (via sciencedaily.com)     Original source 

Inspired by the biomechanics of the manta ray, researchers have developed an energy-efficient soft robot that can swim more than four times faster than previous swimming soft robots. The robots are called 'butterfly bots,' because their swimming motion resembles the way a person's arms move when they are swimming the butterfly stroke.

Mathematics: Modeling
Published

Scientists promote FAIR standards for managing artificial intelligence models      (via sciencedaily.com) 

Computational scientists adopt new framework for making AI models more findable, accessible, interoperable and reusable.

Mathematics: Modeling
Published

How network pruning can skew deep learning models      (via sciencedaily.com) 

Computer science researchers have demonstrated that a widely used technique called neural network pruning can adversely affect the performance of deep learning models, detailed what causes these performance problems, and demonstrated a technique for addressing the challenge.

Mathematics: Modeling
Published

Machine learning, from you      (via sciencedaily.com) 

Many computer systems people interact with on a daily basis require knowledge about certain aspects of the world, or models, to work. These systems have to be trained, often needing to learn to recognize objects from video or image data. This data often contains superfluous content that reduces the accuracy of models. So researchers found a way to incorporate natural hand gestures into the teaching process. This way, users can more easily teach machines about objects, and the machines can also learn more effectively.

Mathematics: General Mathematics: Modeling Mathematics: Puzzles
Published

Mathematicians explain how some fireflies flash in sync      (via sciencedaily.com) 

A new study by mathematicians shows that math borrowed from neuroscience can describe how swarms of these unique insects coordinate their light show, capturing key details about how they behave in the wild.

Mathematics: Modeling
Published

A faster experiment to find and study topological materials      (via sciencedaily.com) 

Researchers have found an efficient way to identify 'topological' materials, whose surfaces can have different electrical or functional properties than their interiors. The approach should make it easier uncover materials that could be the basis of next-generation computer chips or quantum devices.

Mathematics: Modeling
Published

Rewards only promote cooperation if the other person also learns about them      (via sciencedaily.com) 

Researchers show that reputation plays a key role in determining which rewarding policies people adopt. Using game theory, they explain why individuals learn to use rewards to specifically promote good behavior.

Mathematics: General Mathematics: Modeling
Published

Unveiling the dimensionality of complex networks through hyperbolic geometry      (via sciencedaily.com)     Original source 

Reducing redundant information to find simplifying patterns in data sets and complex networks is a scientific challenge in many knowledge fields. Moreover, detecting the dimensionality of the data is still a hard-to-solve problem. A new article presents a method to infer the dimensionality of complex networks through the application of hyperbolic geometrics, which capture the complexity of relational structures of the real world in many diverse domains.

Mathematics: General Mathematics: Modeling Mathematics: Statistics
Published

Mathematical modeling suggests U.S. counties are still unprepared for COVID spikes      (via sciencedaily.com)     Original source 

America was unprepared for the magnitude of the pandemic, which overwhelmed many counties and filled some hospitals to capacity. A new study suggests there may have been a mathematical method, of sorts, to the madness of those early COVID days.

Mathematics: General Mathematics: Modeling Mathematics: Puzzles
Published

Music class in sync with higher math scores -- but only at higher-income schools      (via sciencedaily.com) 

Music and arts classes are often first on the chopping block when schools face tight budgets and pressure to achieve high scores on standardized tests. But it's precisely those classes that can increase student interest in school and even benefit their math achievement, according to a new study.