Modeling Interactions Between Vertices in Graph Neural Networks

Modeling Interactions Between Vertices in Graph Neural Networks

Valence Labs via YouTube Direct link

- Intro

1 of 11

1 of 11

- Intro

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Modeling Interactions Between Vertices in Graph Neural Networks

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  1. 1 - Intro
  2. 2 - Expressivity in Graph Neural Networks GNNs
  3. 3 - Overview of Contributions
  4. 4 - Theory: Formalizing Interaction via Separation Rank
  5. 5 - Theory: Analyzed GNN Architecture
  6. 6 - Theory: Characterizing Strength of Modeled Interaction
  7. 7 - Empirical Demonstration on GNNs with ReLU
  8. 8 - Q+A
  9. 9 - Comparison of Edge Sparsification Methods
  10. 10 - Conclusion
  11. 11 - Q+A

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