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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