Equivariant Machine Learning Structured Like Classical Physics

Equivariant Machine Learning Structured Like Classical Physics

Simons Institute via YouTube Direct link

Graph Neural Networks Expressivity

8 of 16

8 of 16

Graph Neural Networks Expressivity

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Equivariant Machine Learning Structured Like Classical Physics

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  1. 1 Introduction
  2. 2 Motivation
  3. 3 Graph Neural Networks
  4. 4 Recap
  5. 5 Invariant
  6. 6 Spectral Methods
  7. 7 Community Detection
  8. 8 Graph Neural Networks Expressivity
  9. 9 Equivariant Machine Learning
  10. 10 Output
  11. 11 Fundamental Theorem
  12. 12 Translation equivalence
  13. 13 General groups
  14. 14 Numerical examples
  15. 15 Conclusion
  16. 16 Questions

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