Papers and Codes for the deep learning in hyperbolic space
| Paper Title | Where | Architecture | Task | Code |
|---|---|---|---|---|
| Hyperbolic Deep Neural Networks: A Survey | TPAMI2021 | Survey | - | - |
| Fully Hyperbolic Neural Networks | 2021 | 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 | - |
| Generalization Error Bound for Hyperbolic Ordinal Embedding | ICML2021 | NN | NLP | - |
| HGCF: Hyperbolic GCN for Collaborative Filtering | WWW2021 | Clustering | Recommendation | PyTorch |
| ---------------------------------------- | ------------ | --------- | ----------- | --------- |
| Hyperbolic Distance Matrices | KDD2020 | Lorentzian | NLP/Tree | python |
| Differentiating through the Frechet Mean | ICML 2020 | GNN | Graph | PyTorch |
| Constant Curvature Graph Convolutional Networks | ICML 2020 | GCN | Graph | - |
| Mix Dimension in Poincar'{e} Geometry for 3D Skeleton-based Action Recognition | MM2020 | GCN | Grpah | - |
| Hyperbolic Image Embedding | CVPR2020 | only Latent | CV | PyTorch |
| Hyperbolic Zero shot Learning | CVPR2020 | NN | CV | PyTorch |
| Hyperbolic Hierarchical Clustering | NeurIPS2020 | Clustering | Classification | PyTorch |
| ------------------------------------------ | ------------ | --------- | ----------- | --------- |
| Hyperbolic graph convolutional neural networks | NeurIPS2019 | GCN | Grpah | PyTorch |
| Hyperbolic Ordinal Embedding | ACML2019 | Ordinal Embedding | NLP/Tree | - |
| Hyperbolic Graph Neural Networks | NeurIPS2019 | GNN | Molecular Structures | PyTorch |
| ----------------------------------------- | ------------ | --------- | ----------- | --------- |
| Hyperbolic Neural Networks | NeurIPS2018 | NN | NLP | Tensorflow |
| ----------------------------------------- | ------------ | --------- | ----------- | --------- |