Understanding and Extending Subgraph GNNs by Rethinking Their Symmetries

Understanding and Extending Subgraph GNNs by Rethinking Their Symmetries

Valence Labs via YouTube Direct link

- Message Passaging Neural Networks

3 of 12

3 of 12

- Message Passaging Neural Networks

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Classroom Contents

Understanding and Extending Subgraph GNNs by Rethinking Their Symmetries

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  1. 1 - Intro
  2. 2 - Graph Neural Networks GNNs
  3. 3 - Message Passaging Neural Networks
  4. 4 - Expressive GNNs
  5. 5 - Subgraphs and Components
  6. 6 - Q+A
  7. 7 - Node-based Subgraph GNns
  8. 8 - Invariant Graph Networks IGNs
  9. 9 - Expressiveness Landscape
  10. 10 - A Design Space for Subgraph GNNs
  11. 11 - Experimental Results: Molecular Modelling
  12. 12 - Conclusion & Q+A

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