hyperbolic-embeddings

Code for the paper Learning the Predictability of the Future (CVPR 2021)

Implemented Machine Learning Algorithms in Hyperbolic Geometry (MDS, K-Means, Support vector machines, etc.)

Hyperbolic Image Segmentation, CVPR 2022

The repository for Hyperbolic Representation Learning for Computer Vision, ECCV 2022

Implementation of ICLR 21 paper: Probing BERT in Hyperbolic Spaces

Knowledge Association with Hyperbolic Knowledge Graph Embeddings, EMNLP 2020

Taxonomy refinement method to improve domain-specific taxonomy systems.

(NeurIPS 2022) Official Implementation of Public Wisdom Matters! Discourse-Aware Hyperbolic Fourier Co-Attention for Social-Text Classification

Code for "Rethinking the compositionality of point clouds through regularization in the hyperbolic space" (NeurIPS 2022)

Source code for HAKG: Hierarchy-Aware Knowledge Gated Network for Recommendation. SIGIR 2022.

Facilitating learning, using, and designing graph processing pipelines/models systematically.

Hyperbolic Busemann Learning with Ideal Prototypes, NeurIPS2021

Learning Tree structures and Tree metrics

Code for CVPR-W 2020 paper "Hierarchical Image Classification using Entailment Cone Embeddings" https://arxiv.org/abs/2004.03459

Code for the paper Joint Learning of Hyperbolic Label Embeddings for Hierarchical Multi-label Classification (EACL '21)

HyperView curates datasets and provides model introspection in hyperbolic and Euclidean geometries.

The official PyTorch implementation of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2024 paper Hyp²Nav: Hyperbolic Planning and Curiosity for Crowd Navigation.

Improved Embedded Topic Models in Hyperbolic Space