(Day 99) XCS224W - ML with Graphs - Theory of GNNs

Ivan Ivanov · April 9, 2024

Hello :) Today is Day 99!

A quick summary of today:

  • covered the next part of XCS224W: ML with Graphs

Instead of doing the 3rd homework which is related to createing and training a GNN, I decided to continue with the next theory part, which funny enough is called ‘theory of GNNs’.

Covered topics: Expressiveness of GNNs, computational graphs, problems with GCN and GraphSAGE’s mean and max-pooling, designing the most expressive GNN, the Universal Approximation Theorem, Graph Isomorphism Network (GIN)

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That is all for today!

See you tomorrow :)