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Classroom Contents
Representational Power of Graph Neural Networks - Stefanie Jegelka
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- 1 Introduction
- 2 Learning Problems
- 3 Graph Neural Networks
- 4 Message Passing
- 5 Aggregation Operations
- 6 Types of Graphs
- 7 Representation of Graphs
- 8 Mean Aggregation
- 9 Empirical Example
- 10 Network Structure
- 11 Influence Distribution
- 12 Network Connectivity
- 13 Reasoning Tasks
- 14 Encoding
- 15 Conclusion
