graph2vec

A collection of important graph embedding, classification and representation learning papers with implementations.

#计算机科学#Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs (CIKM 2020)

#计算机科学#A parallel implementation of "graph2vec: Learning Distributed Representations of Graphs" (MLGWorkshop 2017).

#计算机科学#A PyTorch implementation of "Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks" (KDD 2019).

#计算机科学#A repository of pretty cool datasets that I collected for network science and machine learning research.

#计算机科学#A PyTorch implementation of "Graph Classification Using Structural Attention" (KDD 2018).

Smart contract vulnerability detection using graph neural network (DR-GCN).

#计算机科学#An implementation of "EdMot: An Edge Enhancement Approach for Motif-aware Community Detection" (KDD 2019)

A sparsity aware implementation of "Binarized Attributed Network Embedding" (ICDM 2018).

#计算机科学#A SciPy implementation of "GraRep: Learning Graph Representations with Global Structural Information" (WWW 2015).

#计算机科学#The official PyTorch implementation of "Pathfinder Discovery Networks for Neural Message Passing" (WebConf '21)

#计算机科学#The reference implementation of FEATHER from the CIKM '20 paper "Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models".

#计算机科学#An implementation of "Fusing Structure and Content via Non-negative Matrix Factorization for Embedding Information Networks".

Visual Analysis of Temporal Summaries in Dynamic Graphs (IEEE TVCG)

#计算机科学#Graph and Nodes embeddings for downstream tasks

#自然语言处理#This project contain implementation the system, proposed in the "Adapting the Graph2Vec Approach to Dependency Trees for NLP Tasks" (O. Durandin, A. Malafeev), and presented in the AIST-2019 Conferenc...

Embedding transaction graphs to classify fraudulent Ethereum wallet addresses.