group-equivariant-neural-network

There are 1 repository under group-equivariant-neural-network topic.

• chao1224 / MoleculeSDE

  A Group Symmetric Stochastic Differential Equation Model for Molecule Multi-modal Pretraining, ICML'23

  diffusiongenerationgeometrymoleculepretrainingrepresentationstochastic-differential-equationconformationgroup-equivariant-neural-networksdereflection-antisymmetric
  Language:Python 33

• haguettaz / ChebLieNet

  ChebLieNet, a spectral graph neural network turned equivariant by Riemannian geometry on Lie groups.

  riemannian-geometrymachine-learninggraph-neural-networkgroup-equivariant-neural-network
  Language:Python 14

• gerardPlanella / LSPE-EGNN

  Investigating the extent to which structural encodings in geometric methods contribute in capturing topological information and developing a generic framework (ToGePi) to inject topological and geometric information into MPNN architectures.

  aideep-learninggnnsmolecular-modelinggeometric-deep-learninggroup-equivariancegroup-equivariant-neural-networktopological-deep-learning
  Language:Python 5

• jochemsoons / 3D_groupconv_autism_classification

  Repository of my BSc Artificial Intelligence thesis "3D Group Equivariant CNNs for Autism Classification".

  deep-learningconvolutional-neural-networksgroup-equivariant-neural-networkautism-spectrum-disorderabide-data3d-convolutional-network
  Language:Python 4

• gboduljak / group-equivariant-cnns-vs-spatial-transformers

  This study aims to show that group equivariant CNNs outperform spatial transformers, on tasks which demand rotation invariance, by providing theoretical background and experimental performance comparison with detailed analysis.

  geometric-deep-learninggroup-equivariant-neural-networkspatial-transformer-networks
  Language:Jupyter Notebook 3

• MaxLikesMath / Algebraic-Perspective-On-GCNNs

  My M.Sc thesis, which explores group equivariant neural networks from an algebraic perspective.

  algebradeep-learningdeep-neural-networksgeometric-deep-learninggroup-equivariancegroup-equivariant-neural-networkgroup-theorygroups
  1

• odinhg / Group-Equivariant-Convolutional-Neural-Network-INF367A

  Weather prediction on stereo images using a graph equivariant convolutional neural network.

  gcnngroup-equivariant-neural-network
  Language:Python 1