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Introduction to Graph Neural Networks


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Table of Contents

  • Preface
  • Acknowledgments
  • Introduction
  • Basics of Math and Graph
  • Basics of Neural Networks
  • Vanilla Graph Neural Networks
  • Graph Convolutional Networks
  • Graph Recurrent Networks
  • Graph Attention Networks
  • Graph Residual Networks
  • Variants for Different Graph Types
  • Variants for Advanced Training Methods
  • General Frameworks
  • Applications -- Structural Scenarios
  • Applications -- Non-Structural Scenarios
  • Applications -- Other Scenarios
  • Open Resources
  • Conclusion
  • Bibliography
  • Authors' Biographies

About the Author

Tsinghua University Tsinghua University

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