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Graph ODEs and Beyond: A Comprehensive Survey on Integrating Differential Equations with Graph Neural Networks

  • Graph Neural Networks (GNNs) and differential equations (DEs) are two rapidly advancing areas of research that have shown remarkable synergy in recent years.
  • This survey provides a comprehensive overview of the research at the intersection of GNNs and DEs.
  • The survey categorizes existing methods, discusses their underlying principles, and highlights their applications across different domains.
  • Open challenges and future research directions in this interdisciplinary field are also identified.

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