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Foundational Theory of Graph Neural Networks
Theory
Neural Message Passing (21:45)
Permutation Symmetries (24:43)
Graph Isomorphism (16:36)
How Powerful are Graph Neural Networks? (24:33)
The Graph Laplacian (33:40)
Fourier Transforms, Wavelets and Convolutions on Graphs (31:14)
The Math of Graph Convolutional Networks (15:51)
The Graph Laplacian
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