Bastian Rieck - Topological Graph Neural Networks

Bastian Rieck - Topological Graph Neural Networks

Applied Algebraic Topology Network via YouTube Direct link

WL Test

15 of 18

15 of 18

WL Test

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Bastian Rieck - Topological Graph Neural Networks

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  1. 1 Introduction
  2. 2 Representation of graphs
  3. 3 Graph similarity analysis
  4. 4 Modern graph neural networks
  5. 5 Status quo
  6. 6 Topological features
  7. 7 Persistent homology
  8. 8 The choice of filtration
  9. 9 Graph Neural Networks
  10. 10 Multifiltration Learning
  11. 11 Theoretical Nuggets
  12. 12 Nonisomorphic Graphs
  13. 13 Experiments
  14. 14 Synthetic Data Sets
  15. 15 WL Test
  16. 16 Results
  17. 17 Removing node attributes
  18. 18 Comparing results

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