Simplicial Neural Networks

Simplicial Neural Networks

Applied Algebraic Topology Network via YouTube Direct link

Intro

1 of 10

1 of 10

Intro

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Simplicial Neural Networks

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  1. 1 Intro
  2. 2 Convolutional Neural Networks (CNN)
  3. 3 Data on non-regular grids
  4. 4 Beyond pairwise interactions Simplicial complexes can model fold interaction
  5. 5 Why neural networks on simplicial complexes?
  6. 6 Laplacians for Simplicial Complexes
  7. 7 Simplicial Convolutional Layer
  8. 8 Architecture of Simplicial Neural Networks (SNNS)
  9. 9 Others Topological Neural Networks
  10. 10 Accuracy in predicting missing citations with SNNS

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