A New Perspective on Building Efficient and Expressive 3D Equivariant Graph Neural Networks

A New Perspective on Building Efficient and Expressive 3D Equivariant Graph Neural Networks

Valence Labs via YouTube Direct link

- Towards Expressive 3D Equivariant GNNs

5 of 9

5 of 9

- Towards Expressive 3D Equivariant GNNs

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A New Perspective on Building Efficient and Expressive 3D Equivariant Graph Neural Networks

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  1. 1 - Intro and Overview
  2. 2 - Implementing 3D Equivariant GNNs
  3. 3 - Scalarization of Frame Bundles and Equivariant Frames
  4. 4 - Equivariant Frame is a Simple Way
  5. 5 - Towards Expressive 3D Equivariant GNNs
  6. 6 - A Neural Sheaf Interpretation
  7. 7 - LEFTNet Implementation
  8. 8 - Experiments and Applications
  9. 9 - Q+A

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