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benedekrozemberczki /awesome-graph-classification

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Star4.8k

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

deepwalk kernel-methods attention-mechanism network-embedding graph-kernel graph-kernels graph-convolutional-networks classification-algorithm node2vec weisfeiler-lehman graph-embedding graph-classification graph-attention-networks graph-representation-learning graph2vec deep-graph-kernels netlsd graph-attention-model structural-attention node-embedding

UpdatedMar 18, 2023
Python

benedekrozemberczki /karateclub

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Star2.3k

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

machine-learning sklearn community-detection network-science deepwalk networkx supervised-learning louvain unsupervised-learning network-embedding scikit label-propagation gcn graph-clustering node2vec networkx-graph graph-embedding graph2vec node-embedding 2vec

UpdatedJul 17, 2024
Python

benedekrozemberczki /graph2vec

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Star927

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

machine-learning kernel word2vec deepwalk matrix-factorization transformer unsupervised-learning graph-kernel node2vec weisfeiler-lehman noise-contrastive-estimation graph-embedding graph2vec subgraph2vec graph-wavelet node-embedding struc2vec implicit-matrix-factorization diff2vec gemsec

UpdatedNov 6, 2022
Python

benedekrozemberczki /ClusterGCN

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Star805

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

deep-learning neural-network clustering community-detection pytorch deepwalk louvain metis graph-convolutional-networks gcn graph-clustering node2vec node-classification graphsage graph-neural-networks graph2vec diff2vec gemsec musae graph-convolution

UpdatedNov 6, 2022
Python

benedekrozemberczki /datasets

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Star645

A repository of pretty cool datasets that I collected for network science and machine learning research.

data-science benchmark machine-learning community-detection network-science deepwalk dataset dimensionality-reduction network-analysis network-embedding link-prediction gcn node2vec graph-embedding node-classification graph2vec node-embedding graph-convolution gnn graph-neural-network

UpdatedMar 16, 2024

benedekrozemberczki /GAM

Sponsor

Star273

A PyTorch implementation of "Graph Classification Using Structural Attention" (KDD 2018).

machine-learning reinforcement-learning sklearn deep-reinforcement-learning pytorch deepwalk neural-networks attention transfer-learning gcn node2vec graph-classification graphsage graph2vec structural-attention graph-convolution graph-attention reinforcement-agent

UpdatedNov 6, 2022
Python

Messi-Q /GraphDeeSmartContract

Star156

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

vulnerability-detection gcn smart-contract graph2vec graph-neural-network

UpdatedFeb 28, 2023
Python

benedekrozemberczki /EdMot

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Star133

An implementation of "EdMot: An Edge Enhancement Approach for Motif-aware Community Detection" (KDD 2019)

deep-learning community-detection motif deepwalk networkx louvain igraph network-embedding graph-partitioning gcn graph-clustering node2vec graph-embedding graph-algorithm graph2vec gemsec gnn network-motif graph-motif graph-deco

UpdatedNov 6, 2022
Python

benedekrozemberczki /BANE

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Star88

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

node line graph word2vec deepwalk dimensionality-reduction factorization icdm svd embedding node2vec lane bane graph2vec diff2vec gemsec fscnmf tadw musae tridnr

UpdatedMar 18, 2023
Python

benedekrozemberczki /GraRep

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Star65

A SciPy implementation of "GraRep: Learning Graph Representations with Global Structural Information" (WWW 2015).

deep-learning word2vec deepwalk matrix-factorization gensim svd embedding network-embedding nmf singular-value-decomposition node2vec graph-embedding graph2vec node-embedding tadw aane asne walklets grarep role2vec

UpdatedNov 6, 2022
Python

benedekrozemberczki /PDN

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Star58

The official PyTorch implementation of "Pathfinder Discovery Networks for Neural Message Passing" (WebConf '21)

data-science deep-learning cheminformatics network-science pytorch deepwalk transformer pathfinder molecules multiplex bert message-passing gcn graph-classification node-classification neural-message-passing graph2vec gnn graph-neural-network gpt-3

UpdatedJan 22, 2023
Python

benedekrozemberczki /FEATHER

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Star49

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

machine-learning data-mining deep-neural-networks deep-learning neural-network graph tensorflow pytorch deepwalk networkx representation-learning network-embedding graph-kernel node2vec graph-embedding graph-classification node-classification graph2vec node-embedding graph-convolution

UpdatedMar 18, 2023
Python

benedekrozemberczki /FSCNMF

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Star20

An implementation of "Fusing Structure and Content via Non-negative Matrix Factorization for Embedding Information Networks".

data-science machine-learning data-mining analytics word2vec deepwalk pca regularization word2vec-model information-network embedding network-embedding nmf node2vec factorization-machine graph-embedding artifical-intelligence graph2vec node-embedding fscnmf

UpdatedAug 14, 2022
Python

eren-ck /MultiscaleSnapshots

Star15

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

networkx visual-analysis visual-analytics graph-drawing network-embedding networkx-graph graph-embedding network-analytics graph2vec dynamic-graphs temporal-summaries

UpdatedJun 22, 2022
JavaScript

rodrigo-arenas /Graph-Embeddings

Star5

Graph and Nodes embeddings for downstream tasks

machine-learning deep-learning graph-algorithms embeddings networkx neural-networks graph-machine-learning node2vec graph-neural-networks graph2vec stellargraph-library

UpdatedJul 14, 2022
Python

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 Conference

nlp embeddings syntax-tree dependency-tree graph2vec