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Graph attention network (GAT)





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Graph Attention Networks (GATs) are neural networks designed to work with graph-structured data that exploit hidden layers of self-attention to overcome the shortcomings of previous methods based on graph convolutions or their approximations.

We encounter such data in a variety of real-world applications such as social networks, biological networks, molecular structures, recommender systems...









Overview of GAT.



Graph Attention Network Architecture










Implementations of Graph Attention Network and Graph Convolution Network.



GAT

GAT

GCN

GCN

SPGAT

SPGAT

SPGCN

SPGCN


GAT - GitHub





Graph convolutional network (GCN)

Graph neural network (GNN)













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