graph-clustering

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benedekrozemberczki /awesome-community-detection

Sponsor

Star2.4k

A curated list of community detection research papers with implementations.

data-science machine-learning deep-learning social-network clustering community-detection network-science deepwalk matrix-factorization networkx dimensionality-reduction factorization network-analysis unsupervised-learning igraph embedding graph-clustering node2vec network-clustering bigclam

UpdatedMar 16, 2024
Python

benedekrozemberczki /karateclub

Sponsor

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

drprojects /superpoint_transformer

Star888

Official PyTorch implementation of Superpoint Transformer introduced in [ICCV'23] "Efficient 3D Semantic Segmentation with Superpoint Transformer" and SuperCluster introduced in [3DV'24 Oral] "Scalable 3D Panoptic Segmentation As Superpoint Graph Clustering"

fast lightweight deep-learning efficient point-cloud pytorch transformer partition hierarchical partitioning semantic-segmentation 3d graph-clustering panoptic-segmentation superpoint iccv2023 3dv2024

UpdatedOct 24, 2025
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

FanzhenLiu /Awesome-Deep-Community-Detection

Star541

Deep and conventional community detection related papers, implementations, datasets, and tools.

data-mining awesome deep-learning community-detection survey network-embedding graph-clustering graph-embedding deep-neural-network graph-neural-networks network-representation-learning graph-neural-network

UpdatedSep 4, 2025

XiaohangZhan /cdp

Star456

Code for our ECCV 2018 work.

graph clustering face-recognition graph-clustering face-clustering

UpdatedSep 15, 2019
Python

yueliu1999 /HSAN

Star214

[AAAI 2023] An official source code for paper Hard Sample Aware Network for Contrastive Deep Graph Clustering.

machine-learning data-mining deep-learning clustering representation-learning unsupervised-learning network-embedding graph-clustering graph-neural-networks self-supervised-learning deep-clustering contrastive-learning graphclustering

UpdatedDec 20, 2022
Python

benedekrozemberczki /EdMot

Sponsor

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

chenxuhao /ReadingList

Star127

Papers on Graph Analytics, Mining, and Learning

graph graph-algorithms parallel-computing graph-theory graph-databases graph-analytics graph-mining graph-partitioning graph-machine-learning random-walk graph-clustering graph-pattern-matching graph-sampling graph-neural-networks graph-coarsening graph-pattern-mining hardware-accelerators graph-querying

UpdatedAug 15, 2022

benedekrozemberczki /LabelPropagation

Sponsor

Star125

A NetworkX implementation of Label Propagation from a "Near Linear Time Algorithm to Detect Community Structures in Large-Scale Networks" (Physical Review E 2008).

community graph clustering community-detection dataset graph-cut modularity louvain unsupervised-learning propagation graph-partitioning label-propagation graph-clustering fast-greedy randomized-algorithm homophily walktrap probabilistic-clustering

UpdatedNov 6, 2022
Python

micans /mcl

Star101

MCL, the Markov Cluster algorithm, also known as Markov Clustering, is a method and program for clustering weighted or simple networks, a.k.a. graphs.

clustering network-analysis mcl graph-clustering markov-clustering markov-cluster-algorithm network-clustering

UpdatedSep 19, 2025
C

googlebaba /WWW2020-O2MAC

Star88

WWW2020-One2Multi Graph Autoencoder for Multi-view Graph Clustering

graph-clustering multiview graphneuralnetwork

UpdatedMar 25, 2023
Python

benedekrozemberczki /EgoSplitting

Sponsor

Star84

A NetworkX implementation of "Ego-splitting Framework: from Non-Overlapping to Overlapping Clusters" (KDD 2017).

machine-learning deep-learning clustering machine-learning-algorithms community-detection networkx kdd community-detection-algorithm igraph graph-clustering louvain-algorithm fuzzy-clustering ego-network louvain-community-detection louvain-method community-detection-evaluation ego-networks graph-clustering-algorithm fast-clustering persona-graph

UpdatedMar 18, 2023
Python

MaximPiessen /instagram_network_analysis

Star82

community-detection networkx instagram-scraper graph-visualization network-analysis instagram-analytics instagram-bot graph-clustering girvan-newman louvain-algorithm graph-clustering-algorithm

UpdatedSep 28, 2020
Python

nlpub /chinese-whispers

Star60

An implementation of Chinese Whispers in Python.

python graph clustering networkx graph-clustering chinese-whispers

UpdatedOct 28, 2025
Python

ZhenyuYangMQ /Awesome-Graph-Level-Learning

Star59

Awesome graph-level learning methods. Collections of commonly used datasets, papers as well as implementations are listed in this github repository. We also invite researchers interested in graph representation learning, graph regression and graph classification to join this project as contribut…

deep-learning graph-clustering graph-classification graph-neural-networks graph-pooling graph-datasets graph-regression graph-level-learning node-level-learning edge-level-learning

UpdatedSep 23, 2024

6lyc /CDNMF

Star39

Official implementation of our paper "Contrastive Deep Nonnegative Matrix Factorization for Community Detection" (ICASSP 2024)

python machine-learning community-detection matrix-factorization unsupervised-learning graph-clustering icassp contrastive-learning

UpdatedMay 22, 2025
Python

FilippoMB /Simplifying-Clustering-with-Graph-Neural-Networks

Star37

Implementation of "Just Balance GNN" for graph classification and node clustering from the paper "Simplifying Clusterings with Graph Neural Networks".

graph-clustering spectral-clustering graph-classification graph-neural-networks graph-coarsening graph-pooling node-clustering

UpdatedApr 28, 2025
Python

RapidsAtHKUST /ppSCAN

Star31

ppSCAN: Parallelizing Pruning-based Graph Structural Clustering (ICPP'18) - by Yulin Che, Shixuan Sun and Prof. Qiong Luo

parallel-computing multi-core vectorization graph-clustering knl

UpdatedJun 4, 2020
C++

gnthibault /Optimisation-Python

Star31

A set of notebooks related to convex optimization, variational inference and numerical methods for signal processing, machine learning, deep learning, graph analysis, bayesian programming, statistics or astronomy.

machine-learning deep-learning graph-algorithms signal-processing proximal-algorithms variational-inference bayesian-statistics convex-optimization graph-convolutional-networks normalizing-flows variational-autoencoder graph-clustering

UpdatedMay 7, 2025
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graph-clustering

Here are 90 public repositories matching this topic...

benedekrozemberczki /awesome-community-detection

benedekrozemberczki /karateclub

drprojects /superpoint_transformer

benedekrozemberczki /ClusterGCN

FanzhenLiu /Awesome-Deep-Community-Detection

XiaohangZhan /cdp

yueliu1999 /HSAN

benedekrozemberczki /EdMot

chenxuhao /ReadingList

benedekrozemberczki /LabelPropagation

micans /mcl

googlebaba /WWW2020-O2MAC

benedekrozemberczki /EgoSplitting

MaximPiessen /instagram_network_analysis

nlpub /chinese-whispers

ZhenyuYangMQ /Awesome-Graph-Level-Learning

6lyc /CDNMF

FilippoMB /Simplifying-Clustering-with-Graph-Neural-Networks

RapidsAtHKUST /ppSCAN

gnthibault /Optimisation-Python

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