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Awesome-Hyperbolic-NeuralNetworks

Papers and Codes for the deep learning in hyperbolic space

Paper Title Where Architecture Task Code
Hyperbolic Deep Neural Networks: A Survey TPAMI2022 Survey - -
Hyperbolic Image Segmentation CVPR2022 Latent Segmentation PyTorch
Hyperbolic Vision Transformers: Combining Improvements in Metric Learning CVPR2022 Embedding CV PyTorch
Clipped Hyperbolic Classifiers Are Super-Hyperbolic Classifiers CVPR2022 - Classification -
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Curvature Generation in Curved Spaces for Few-Shot Learning ICCV2021 Latent Few-shot PyTorch
Unsupervised Discovery of the Long-Tail in Instance Segmentation Using Hierarchical Self-Supervision CVPR2021 Latent Segmentation PyTorch
Symmetric Spaces for Graph Embeddings ICML2021 Metric Graph PyTorch
Hyperbolic Busemann Learning with Ideal Prototypes NeurIPS2021 Loss Graph PyTorch
Learning Hyperbolic Representations of Topological Features ICLR2021 MLP Graphs Tensorflow
Fully Hyperbolic Neural Networks ACL2022 GNN Graphs PyTorch
Unsupervised Hyperbolic Representation Learning via Message Passing Auto-Encoders CVPR2021 AutoEncoder Graph PyTorch
Learning the Predictability of the Future CVPR2021 only Latent CV PyTorch
Hyperbolic Neural Networks++ ICLR2021 NN NLP PyTorch
A Hyperbolic-to-Hyperbolic Graph Convolutional Network CVPR2021 GNN Graph PyTorch
HoroPCA: Hyperbolic Dimensionality Reduction via Horospherical Projections ICML2021 NN Visualization PyTorch
Generalization Error Bound for Hyperbolic Ordinal Embedding ICML2021 NN NLP -
HGCF: Hyperbolic GCN for Collaborative Filtering WWW2021 Clustering Recommendation PyTorch
Highly Scalable and Provably Accurate Classification in Poincare Balls ICDM2021 Embedding Cell Python
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Hyperbolic Distance Matrices KDD2020 Lorentzian NLP/Tree Python
Poincaré maps for analyzing complex hierarchies in single-cell data Nature Embedding Cells PyTorch
Differentiating through the Frechet Mean ICML 2020 GNN Graph PyTorch
Constant Curvature Graph Convolutional Networks ICML 2020 GCN Graph -
Mix Dimension in Poincaré Geometry for 3D Skeleton-based Action Recognition MM2020 GCN Graph -
Searching for Actions on the Hyperbole CVPR2020 Latent CV PyTorch
Hyperbolic Image Embedding CVPR2020 only Latent CV PyTorch
Hyperbolic Zero shot Learning CVPR2020 NN CV PyTorch
Hyperbolic Hierarchical Clustering NeurIPS2020 Clustering Classification PyTorch
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Hyperbolic graph convolutional neural networks NeurIPS2019 GCN Graph PyTorch
Hyperbolic Ordinal Embedding ACML2019 Ordinal Embedding NLP/Tree -
Hyperbolic Graph Neural Networks NeurIPS2019 GNN Molecular Structures PyTorch
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Hyperbolic Neural Networks NeurIPS2018 NN NLP Tensorflow
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Papers and Codes for the deep learning in hyperbolic space

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