How ‘tiny machine learning’ can have a big impact

A theoretical model for reliability assessment of machine learning systems

Credit: Pixabay/CC0 Public Domain For a machine learning system comprising multiple machine learning models and input data, researchers at University of Tsukuba developed a theoretical model for evaluating the effect…

Researchers harness large language models to accelerate materials discovery

A scanning electron microscope image of tin crystals, stimulated by electricity and growing on a copper surface. A new method developed by Princeton researchers could speed up the process of…

What if American nuclear power plants could be less expensive

PINNs may support better predictions by fusing neural networks with differential equations to solve complex scientific or engineering problems. Credit: Argonne National Laboratory American nuclear power plants generate more than…

Researchers demonstrate scalability of graph neural networks on world’s most powerful computing systems

Conversion of an atomic structure into a graph, where atoms are treating as nodes and interatomic bonds as edges. Credit: Massimiliano “Max” Lupo Pasini/ORNL, U.S. Dept. of Energy Solving today’s…

The solution space of the spherical negative perceptron model is star-shaped, researchers find

Sketch of the negative perceptron’s solution landscape satisfying the required constraints (blue and white) or with nonzero energy (orange). Credit: Annesi et al. Recent numerical studies investigating neural networks have…

ChatGPT has read almost the whole internet. That hasn’t solved its diversity issues

Can large language models detect sarcasm?

Credit: Pixabay/CC0 Public Domain Large language models (LLMs) are advanced deep learning algorithms that can analyze prompts in various human languages, subsequently generating realistic and exhaustive answers. This promising class…

Learning label-specific features for decomposition-based multi-class classification

Light-stimulated adaptive artificial synapse based on nanocrystalline metal-oxide film