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	-
------------------------------------------	------------	---------	-----------	---------
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
----------------------------------------	------------	---------	-----------	---------
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
------------------------------------------	------------	---------	-----------	---------
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
-----------------------------------------	------------	---------	-----------	---------
Hyperbolic Neural Networks	NeurIPS2018	NN	NLP	Tensorflow
-----------------------------------------	------------	---------	-----------	---------

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