Machine learning methodologies encompass algorithmic frameworks and architectures for training, optimizing, and deploying models such as neural networks, transformers, diffusion models, and reinforcement learning agents. Work in this area develops new training objectives, curriculum schemes, speculative and efficient decoding, pruning and communication-reduction strategies, and biologically inspired or physics-informed architectures. The domain also includes safety preservation, unlearning, scaling laws, and specialized methods for vision, language, control, and scientific computing, aiming to improve performance, efficiency, robustness, and controllability of complex AI systems.
Computer Sciences
A research team from Kumamoto University has developed a promising deep learning model that significantly enhances the accuracy of subgraph matching—a critical task in fields ranging from drug discovery to natural language ...
May 13, 2025
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35
Business
Predicting whether or not companies will be successful is crucial for guiding investment decisions and designing effective economic policies. However, past research on high-growth firms—enterprises thought to be key for driving ...
May 13, 2025
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25
Computer Sciences
Even the greatest human minds building generative artificial intelligence that is poised to change the world admit they do not comprehend how digital minds think.
May 13, 2025
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47
Business
Research published in the International Journal of Data Science has used machine learning to predict the lifecycle of businesses operating in the digital economy. The work might help firms and policymakers understand enterprise ...
May 12, 2025
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Hardware
Oregon State University College of Engineering researchers have developed a more efficient chip as an antidote to the vast amounts of electricity consumed by large-language-model artificial intelligence applications like ...
May 8, 2025
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95
Computer Sciences
Alessandro Ingrosso, researcher at the Donders Institute for Neuroscience, has developed a new mathematical method in collaboration with colleagues in two Italian research institutions, which enables the prediction of the ...
May 7, 2025
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92
Energy & Green Tech
To create a more resilient electric grid that meets the nation's increasing power demands, utilities are incorporating a wider array of energy sources. But this shift requires the ability to predict how the grid will react ...
May 6, 2025
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27
Machine learning & AI
What would a behind-the-scenes look at a video generated by an artificial intelligence model be like? You might think the process is similar to stop-motion animation, where many images are created and stitched together, but ...
May 6, 2025
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Machine learning & AI
If there's one thing that characterizes driving in any major city, it's the constant stop-and-go as traffic lights change and as cars and trucks merge and separate and turn and park. This constant stopping and starting is ...
May 6, 2025
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36
Robotics
Recent advances in robotics and machine learning have enabled the automation of many real-world tasks, including various manufacturing and industrial processes. Among other applications, robotic and artificial intelligence ...
