Hyperbolic Representation Learning

This is a list of top papers about hyperbolic enhanced representation learning and its applications in GNN and recommender systems.

Table of Contents

• Survey paper
• Optimzation
• Graph Neural Network
• Knowledge Graph
• Recommendation

Survey Paper

• Hyperbolic Deep Neural Networks: A Survey (Arxiv)
• Hyperbolic Graph Neural Networks: A Review of Methods and Applications (Arxiv)

Optimzation

Graph Neural Network

Knowledge Graph

• [MuRP] Multi-relational Poincaré Graph Embeddings (NeurIPS 19)
• [HHNE] Hyperbolic Heterogeneous Information Network Embedding (AAAI 19)
• [ROTH] Low-Dimensional Hyperbolic Knowledge Graph Embeddings (ACL 20)
• [HyperKA] Knowledge Association with Hyperbolic Knowledge Graph Embeddings (EMNLP 20)
• [KBHP] Knowledge Based Hyperbolic Propagation (SIGIR 21)
• [ConE] Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones (NeurIPS 21)
• [ConE] Cone Embeddings for Multi-Hop Reasoning over Knowledge Graphs (NeurIPS 21)

Recommendation

• [HyperML] A Boosting Metric Learning Approach in Hyperbolic Space for Recommender Systems (WSDM 20)
• [Hyper-know] Knowledge-Enhanced Top-K Recommendation in Poincar´e Ball (AAAI 21)
• [HGCF] Hyperbolic Graph Convolution Networks for Collaborative Filtering (WWW 21)
• [HSCML] Where are we in embedding spaces A Comprehensive Analysis on Network Embedding Approaches for Recommender System (KDD 21)
• [LGCF] Fully Hyperbolic Graph Convolution Network for Recommendation (CIKM 21)
• [LKGR] Modeling Scale-free Graphs with Hyperbolic Geometry for Knowledge-aware Recommendation (WSDM 22)
• [HRCF] Enhancing Collaborative Filtering via Hyperbolic Geometric Regularization (WWW 22)
• [HAKG] Hierarchy-Aware Knowledge Gated Network for Recommendation (SIGIR 22)