Implementation and experiments of graph embedding algorithms.

A PyTorch implementation of "Capsule Graph Neural Network" (ICLR 2019).

A parallel implementation of "graph2vec: Learning Distributed Representations of Graphs" (MLGWorkshop 2017).

Graph Embedding Evaluation / Code and Datasets for "Graph Embedding on Biomedical Networks: Methods, Applications, and Evaluations" (Bioinformatics 2020)

A scalable implementation of "Learning Structural Node Embeddings Via Diffusion Wavelets (KDD 2018)".

A scalable Gensim implementation of "Learning Role-based Graph Embeddings" (IJCAI 2018).

Reference implementation of Diffusion2Vec (Complenet 2018) built on Gensim and NetworkX.

An implementation of "Community Preserving Network Embedding" (AAAI 2017)

An alternative implementation of Recursive Feature and Role Extraction (KDD11 & KDD12)

Code for the ICDM 2019 Paper "RiWalk: Fast Structural Node Embedding via Role Identification".

Inner product natural graph factorization machine used in 'GEMSEC: Graph Embedding with Self Clustering' .

Graph representation, GNN, and some graph algorithms