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