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Extending GNN Learning: 11 Additional Framework Applications

  • The proposed framework for Graph Neural Networks (GNNs) learning has potential applications in various areas.
  • One application is in fair k-shot learning, which involves training a model to classify new examples based on a small number of labeled examples.
  • Another application is ensuring fair predictive performance of GNNs for specified structural groups by penalizing parameters with low distortion between structural distance and embedding distance.
  • Further research is needed to explore the actual application results of the framework.

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