LND topic: gnn page 1

gnn

Personalized Marketing: The Power of Graph-Based Recommendations

April 30, 2025

Personalized marketing is all the rage these days. It is the key to helping users find exactly what they are looking for, quickly and easily. But traditional recommendation systems have their limits. They struggle with complex user behaviors and sparse data. This makes it hard to understand the rela

environment

Chemical Safety: New Tech Predicts Harm to Microbes

February 27, 2025

Chemicals can be harmful to the environment, but testing each one is a slow process. Scientists have found a way to speed this up using something called graph neural networks (GNNs). These networks can predict how harmful a chemical might be to tiny microbes called nitrifiers. These microbes are imp

technology

Cities Compared: How AI is Mapping Urban Roads

February 23, 2025

Cities around the world have unique road layouts. These layouts can be compared using a new method. This method uses AI to measure how different these layouts are. This is a big deal because traditional methods of comparison have strict limits. These limits make it hard to see the true differenc

technology

Unlocking Metal Complex Secrets with Smart Math

February 14, 2025

Metal complexes, like transition metal complexes and metal-organic frameworks, are super important in fields like catalysis, materials science, and creating tiny molecular devices. This is because they have a unique central metal atom and a complex structure around it. But, predicting how these comp

technology

Designing Multi-Material Lattices with Graph Neural Networks

January 26, 2025

Additive manufacturing (AM) has revolutionized the creation of customized materials with unique properties. It's not just about shapes anymore; now, we can mix different materials in AM to make stuff with even more special features. So far, using machine learning to design these materials has mainly

technology

Detecting Propaganda in News with Hierarchical Graphs

January 14, 2025

Social media has become a hotbed for spreading facts, false claims, and propaganda, especially since the Covid-19 pandemic. Graph Neural Networks (GNNs) are great at processing language, but detecting propaganda is tricky because of the complexity of text interactions and the need to understand cont

technology

Supercharging Graph Neural Networks with Specialized Memristors

January 5, 2025

Graph neural networks could benefit greatly from specialized hardware. Memristors, especially those made from robust and epitaxial films, can make these networks more efficient and better at handling graph-structured data. These memristors are made from materials like gadolinium-doped hafnium oxide

technology

Spotting Cryptojacking in IoT: A Time Series and GNN Approach

December 29, 2024

Cryptojacking, the sneaky act of using other people's devices for mining cryptocurrency, is a big problem, especially in wireless sensor networks (WSN) and Internet of Things (IoT) devices. Researchers have found a smart way to fight this by combining time series analysis with graph neural networks