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Limitation of message passing NNs
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Classroom Contents
Yusu Wang - Graph Neural Network: Representational Power and Limitations
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- 1 Introduction
- 2 Neural networks for different types of data
- 3 General MPNN framework
- 4 A simpler pictorial view of MPNN
- 5 A simple concrete instantiation
- 6 Weisfeiler-Lehman (WL) test
- 7 WL-hierarchy and message passing GNN
- 8 Limitation of message passing NNs
- 9 High-order WL test
- 10 Universal Approximation Results
- 11 Other Discussions
