Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation

Shuo Zhang, Lei Xie

Graph Neural Networks (GNNs) are powerful to learn the representation of graph-structured data. Most of the GNNs use the message-passing scheme, where the embedding of a node is it…