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Graph Attention Network/Evidence
Method evidence record

Graph Attention Network

The Graph Attention Network (GAT), introduced by Veličković and colleagues in 2018, is a graph neural network variant that learns how much importance to assign to each neighbouring node through a self-attention mechanism. On heterogeneous neighbourhoods and relational classification it produces results superior to graph convolutional networks (GCN).

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Graph Attention Network (GAT)
Taxonomic method record · ml-model / deep-learning
  • Veličković, P. et al. (2018). Graph Attention Networks. ICLR. · URL
  • Brody, S. et al. (2022). How Attentive are Graph Attention Networks? ICLR. · URL
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Related methods

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See alsoLogistic Regressionmachine-suggested · Relational suggestion, not evidence.Same method familyRandom Forestmachine-suggested · Relational suggestion, not evidence.Same method familyRecurrent Neural Networkmachine-suggested · Relational suggestion, not evidence.Same method familyXGBoostmachine-suggested · Relational suggestion, not evidence.

Evidence status

Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

Sources

2 recorded citations, copied from the method source record.

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