graph neural networks

1 day ago · ai

Time Series Isn’t Enough: How Graph Neural Networks Change Demand Forecasting

Why modeling SKUs as a network reveals what traditional forecasts miss The post Time Series Isn’t Enough: How Graph Neural Networks Change Demand Forecasting ap...

#graph neural networks #demand forecasting #time series #supply chain analytics #machine learning #deep learning
5 days ago · ai

**Technical Challenge: Transformer-based Temporal Reasoning

Technical Challenge: Transformer-based Temporal Reasoning with Memory-Augmented Graph Attention In this challenge, we will tackle a novel problem in temporal r...

#transformer #temporal reasoning #graph neural networks #memory-augmented #graph attention #machine learning challenge #dynamic graphs
3 weeks ago · ai

Deep Graph Contrastive Representation Learning

Overview Imagine a map of friends, streets, or web pages where each dot links to others—that is a network. Scientists proposed a simple idea: create two slight...

#graph neural networks #contrastive learning #unsupervised learning #representation learning #graph embeddings #deep learning
3 weeks ago · ai

Deep Convolutional Networks on Graph-Structured Data

Overview Most smart machines have become amazing at processing photos and sound because those data types have clear patches and layers. However, text, genes, a...

#graph neural networks #deep learning #graph convolutional networks #graph-structured data #model efficiency
1 month ago · ai

Variational Graph Auto-Encoders

Overview Imagine a web of friends or a tangle of research papers. A computer can quietly learn the shape behind that web without being told what’s right. The m...

#graph neural networks #variational autoencoders #link prediction #unsupervised learning #representation learning
1 month ago · ai

**Solving a Temporal Graph Neural Network (TGNN) Challenge f

Scenario Imagine you are tasked with developing a temporal graph neural network to predict the traffic congestion level in a city's road network over the next...

#graph neural networks #temporal graphs #traffic forecasting #spatiotemporal modeling #deep learning #real-time data #machine learning