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Jun 25, 2024

Convolutional Kolmogorov-Arnold Networks (Convolutional KANs): An Innovative Alternative to the Standard Convolutional Neural Networks (CNNs)

Posted by in categories: innovation, robotics/AI

Computer vision, one of the major areas of artificial intelligence, focuses on enabling machines to interpret and understand visual data. This field encompasses image recognition, object detection, and scene understanding. Researchers continuously strive to improve the accuracy and efficiency of neural networks to tackle these complex tasks effectively. Advanced architectures, particularly Convolutional Neural Networks (CNNs), play a crucial role in these advancements, enabling the processing of high-dimensional image data.

One major challenge in computer vision is the substantial computational resources required by traditional CNNs. These networks often rely on linear transformations and fixed activation functions to process visual data. While effective, this approach demands many parameters, leading to high computational costs and limiting scalability. Consequently, there’s a need for more efficient architectures that maintain high performance while reducing computational overhead.

Current methods in computer vision typically use CNNs, which have been successful due to their ability to capture spatial hierarchies in images. These networks apply linear transformations followed by non-linear activation functions, which help learn complex patterns. However, the significant parameter count in CNNs poses challenges, especially in resource-constrained environments. Researchers aim to find innovative solutions to optimize these networks, making them more efficient without compromising accuracy.

Jun 25, 2024

A high-density 1,024-channel probe for brain-wide recordings in non-human primates

Posted by in category: neuroscience

A probe incorporating 1,024 simultaneously recorded channels with shank length up to 90 mm exhibits high chronic recording stability and enables brain-wide large-scale neural population recordings with single-cell resolution in non-human primates.

Jun 25, 2024

The genetic engineering Swiss army knife

Posted by in categories: bioengineering, biological, genetics

In molecular biology, few molecules have had as profound an impact as Cas9. Madeleine King, Kayla Perry, Mitchell McAndrew and Audrone Lapinaite discuss how this multifunctional molecular tool of genetic engineering is revolutionizing multiple fields.

Jun 25, 2024

Artificial mini-brains without animal components offer neuroscience opportunities

Posted by in categories: biotech/medical, neuroscience

Researchers at University of Michigan have developed a method to produce artificially grown miniature brains—called human brain organoids—free of animal cells that could greatly improve the way neurodegenerative conditions are studied and, eventually, treated.

Over the last decade of researching , scientists have explored the use of as an alternative to mouse models. These self-assembled, 3D tissues derived from embryonic or more closely model the complex structure compared to conventional two-dimensional cultures.

Until now, the engineered network of proteins and molecules that give structure to the cells in , known as extracellular matrices, often used a substance derived from mouse sarcomas called Matrigel. That method suffers significant disadvantages, with a relatively undefined composition and batch-to-batch variability.

Jun 25, 2024

Pilot study provides ‘blueprint’ for evaluating diet’s effect on brain health

Posted by in categories: biotech/medical, food, life extension, neuroscience

Researchers from Johns Hopkins Medicine and the National Institutes of Health’s National Institute on Aging say their study of 40 older adults with obesity and insulin resistance who were randomly assigned to either an intermittent fasting diet or a standard healthy diet approved by the U.S. Department of Agriculture (USDA) offers important clues about the potential benefits of both eating plans on brain health.

Jun 25, 2024

The largest repository of transcription factor binding data in human tissues compiled to date

Posted by in categories: biotech/medical, genetics, neuroscience

Transcription factors (TFs) are proteins that bind to specific DNA sequences, regulating the transcription of genetic information from DNA to messenger RNA (mRNA). These proteins play a pivotal role in the regulation of gene expression, which in turn impacts a wide range of biological processes and brain functions.

Jun 25, 2024

People with severe alcohol use disorder may form and recall social memories differently

Posted by in category: futurism

In new research, people with severe alcohol use disorder tended to have greater difficulty forming new social memories. And, while they had better immediate recall of positive than negative social cues, for longer-term memories, they tended to remember more negative experiences than positive ones.

Jun 25, 2024

Music study reveals brain’s predictive power

Posted by in categories: media & arts, neuroscience

Ever heard just a snippet of a song and instantly known what comes next? Or picked up the rhythm of a chorus after just a few notes? New research from the Center for Music in the Brain at Aarhus University and the Centre for Eudaimonia and Human Flourishing at the University of Oxford has uncovered what happens in our brain when we recognize and predict musical sequences.

Jun 25, 2024

Strong friendships in adolescence could offer a long-term measure of resilience

Posted by in category: futurism

Good quality friendship has a significant impact on how young people affected by childhood trauma respond to social exclusion.

Jun 25, 2024

Charting super-colorful brain wiring using an AI’s super-human eye

Posted by in categories: biotech/medical, robotics/AI

The brain is the most complex organ ever created. Its functions are supported by a network of tens of billions of densely packed neurons, with trillions of connections exchanging information and performing calculations. Trying to understand the complexity of the brain can be dizzying. Nevertheless, if we hope to understand how the brain works, we need to be able to map neurons and study how they are wired.

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