awesome-hypergraph-learning

A curated list of awesome Hypergraph Learning frameworks, libraries and software.

Contents

Table of Contents

• Surveys

• Papers

• Datasets

• Frameworks

Surveys

• Hypergraph Learning: Methods and Practices Yue Gao, Zizhao Zhang, Haojie Lin, Xibin Zhao, Shaoyi Du, Changqing Zou paper
• Higher order learning with graphs Sameer Agarwal, Kristin Branson,Serge Belongie paper

Papers

Architectures

• Sheaf Hypergraph Networks paper

• Learning with Hypergraphs: Clustering, Classification, and Embedding. paper

• You are AllSet: A Multiset Function Framework for Hypergraph Neural Networks. paper | code

• HyperGCN: A New Method of Training Graph Convolutional Networks on Hypergraphs paper | code

• Hypergraph Neural Networks paper | code

• Hypergraph Convolution and Hypergraph Attention paper | code

• Hyper-SAGNN: a self-attention based graph neural network for hypergraphs paper

• Hypergraph Attention Networks paper

• HNHN: Hypergraph Networks with Hyperedge Neurons paper | code

• Hypergraph Learning with Line Expansion paper

• Hypergraph Attention Isomorphism Network by Learning Line Graph Expansion paper | code

• Be More with Less: Hypergraph Attention Networks for Inductive Text Classification paper

• HyperSAGE: Generalizing Inductive Representation Learning on Hypergraphs paper

• Deep Hyperedges: a Framework for Transductive and Inductive Learning on Hypergraphs paper | code

• Edge Representation Learning with Hypergraphs paper | code

• DHGNN: Dynamic Hypergraph Neural Networks paper | code

Recommender systems

• Hypergraph Contrastive Collaborative Filtering paper | code
• Self-Supervised Hypergraph Convolutional Networks for Session-based Recommendation paper | code
• Hyperbolic Hypergraphs for Sequential Recommendation paper

Knowledge systems

• Knowledge Hypergraphs: Prediction Beyond Binary Relations paper

Computer Vision

• Adaptive Hypergraph Learning and its Application in Image Classification paper
• Inductive Multi-Hypergraph Learning and Its Application on View-Based 3D Object Classification paper

Datasets

• Collection of datasets from Austin R. Benson' research projects. website

Frameworks

• HyperNetX is a Python preliminary library that generalizes traditional graph metrics to hypergraphs, and it provides proper documentation and tutorials.
• multihypergraph A simple python package for graph theory that supports multi-edges, hyper-edges, looped-edges and every other combination of these.

License

• CC0 Universal