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Embedding the Unseen: Techniques for Representing Graphs in Neural Networks

  • A straightforward approach to graph embedding involves obtaining node embeddings and aggregating them for all nodes in the graph.
  • An enhanced approach involves introducing a virtual node that connects to all other nodes and represents the entire graph.
  • Another method involves anonymous random walks to capture graph structural features effectively for embedding purposes.
  • Graph embeddings are versatile tools with applications in tasks such as graph classification.

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