57 Open Source Graph Embedding Software Projects
Free and open source graph embedding code projects including engines, APIs, generators, and tools.
Awesome Graph Classification 3766 ⭐
A collection of important graph embedding, classification and representation learning papers with implementations.
Karateclub 988 ⭐
Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs (CIKM 2020)
Graph2vec 556 ⭐
A parallel implementation of "graph2vec: Learning Distributed Representations of Graphs" (MLGWorkshop 2017).
Littleballoffur 442 ⭐
Little Ball of Fur - A graph sampling extension library for NetworKit and NetworkX (CIKM 2020)
Dsgiitr Graph_nets 381 ⭐
PyTorch Implementation and Explanation of Graph Representation Learning papers involving DeepWalk, GCN, GraphSAGE, ChebNet & GAT.
Simgnn 305 ⭐
A PyTorch implementation of "SimGNN: A Neural Network Approach to Fast Graph Similarity Computation" (WSDM 2019).
Appnp 212 ⭐
A PyTorch implementation of "Predict then Propagate: Graph Neural Networks meet Personalized PageRank" (ICLR 2019).
Gemsec 195 ⭐
The TensorFlow reference implementation of 'GEMSEC: Graph Embedding with Self Clustering' (ASONAM 2019).
Splitter 164 ⭐
A Pytorch implementation of "Splitter: Learning Node Representations that Capture Multiple Social Contexts" (WWW 2019).
Seal Ci 162 ⭐
A PyTorch implementation of "Semi-Supervised Graph Classification: A Hierarchical Graph Perspective" (WWW 2019)
Benedekrozemberczki Datasets 163 ⭐
A repository of pretty cool datasets that I collected for network science and machine learning research.
Graphwavemachine 143 ⭐
A scalable implementation of "Learning Structural Node Embeddings Via Diffusion Wavelets (KDD 2018)".
Bionev 140 ⭐
Graph Embedding Evaluation / Code and Datasets for "Graph Embedding on Biomedical Networks: Methods, Applications, and Evaluations" (Bioinformatics 2020)
Graphembeddingrecommendationsystem 131 ⭐
Python based Graph Propagation algorithm, DeepWalk to evaluate and compare preference propagation algorithms in heterogeneous information networks from user item relation ship.
Role2vec 122 ⭐
A scalable Gensim implementation of "Learning Role-based Graph Embeddings" (IJCAI 2018).
Diff2vec 102 ⭐
Reference implementation of Diffusion2Vec (Complenet 2018) built on Gensim and NetworkX.
Walklets 91 ⭐
A lightweight implementation of Walklets from "Don't Walk Skip! Online Learning of Multi-scale Network Embeddings" (ASONAM 2017).
Edmot 88 ⭐
An implementation of "EdMot: An Edge Enhancement Approach for Motif-aware Community Detection" (KDD 2019)
Cogdl Tensorflow 76 ⭐
CogDL-TensorFlow: The TensorFlow Implementation of CogDL. With Support from Professor Jie Tang.
Asne 70 ⭐
A sparsity aware and memory efficient implementation of "Attributed Social Network Embedding" (TKDE 2018).
Tene 68 ⭐
A sparsity aware implementation of "Enhanced Network Embedding with Text Information" (ICPR 2018).
Tadw 40 ⭐
An implementation of "Network Representation Learning with Rich Text Information" (IJCAI '15).
Xiaohan2012 Multi Label Text Classification 39 ⭐
Mutli-label text classification using ConvNet and graph embedding (Tensorflow implementation)
Grarep 35 ⭐
A SciPy implementation of "GraRep: Learning Graph Representations with Global Structural Information" (WWW 2015).
Openane 26 ⭐
OpenANE: the first Open source framework specialized in Attributed Network Embedding (ANE)
Leviborodenko Dgcnn 19 ⭐
Clean & Documented TF2 implementation of "An end-to-end deep learning architecture for graph classification" (M. Zhang et al., 2018).
Benedekrozemberczki Feather 18 ⭐
The reference implementation of FEATHER from the CIKM '20 paper "Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models".
Graph Embedding Techniques 16 ⭐
It provides some typical graph embedding techniques based on task-free or task-specific intuitions.
Fscnmf 14 ⭐
An implementation of "Fusing Structure and Content via Non-negative Matrix Factorization for Embedding Information Networks".
Matrix Manifolds 13 ⭐
Source code for the "Computationally Tractable Riemannian Manifolds for Graph Embeddings" paper
Rect 11 ⭐
This is the source code of "Network Embedding with Completely-Imbalanced Labels". TKDE2020