Graph Clustering

Graph Clustering is the process of grouping the nodes of the graph into clusters, taking into account the edge structure of the graph in such a way that there are several edges within each cluster and very few between clusters. Graph Clustering intends to partition the nodes in the graph into disjoint groups.

Source: Clustering for Graph Datasets via Gumbel Softmax

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 393 papers

Title	Date	Tasks	Status	Hype
Learning a Proposal Classifier for Multiple Object Tracking	Mar 14, 2021	ClusteringGraph Clustering	CodeCode Available	1
LSEnet: Lorentz Structural Entropy Neural Network for Deep Graph Clustering	May 20, 2024	ClusteringDeep Clustering	CodeCode Available	1
Spectral Clustering with Graph Neural Networks for Graph Pooling	Jun 30, 2019	ClusteringGraph Classification	CodeCode Available	1
Deep Graph Clustering via Dual Correlation Reduction	Dec 29, 2021	ClusteringFeature Correlation	CodeCode Available	1
p-Norm Flow Diffusion for Local Graph Clustering	May 20, 2020	ClusteringCommunity Detection	CodeCode Available	1
DGCLUSTER: A Neural Framework for Attributed Graph Clustering via Modularity Maximization	Dec 20, 2023	ClusteringGraph Clustering	CodeCode Available	1
Deep Attention-guided Graph Clustering with Dual Self-supervision	Nov 10, 2021	ClusteringDeep Attention	CodeCode Available	1
CONVERT:Contrastive Graph Clustering with Reliable Augmentation	Aug 17, 2023	ClusteringContrastive Learning	CodeCode Available	1
Deep Temporal Graph Clustering	May 18, 2023	ClusteringDeep Clustering	CodeCode Available	1
Align then Fusion: Generalized Large-scale Multi-view Clustering with Anchor Matching Correspondences	May 30, 2022	ClusteringGraph Clustering	CodeCode Available	1
Dirichlet Graph Variational Autoencoder	Oct 9, 2020	ClusteringGraph Clustering	CodeCode Available	1
Persistent Homological State-Space Estimation of Functional Human Brain Networks at Rest	Jan 1, 2022	ClusteringGraph Clustering	CodeCode Available	1
A Survey of Adversarial Learning on Graphs	Mar 10, 2020	ClusteringGraph Clustering	CodeCode Available	1
A Survey of Deep Graph Clustering: Taxonomy, Challenge, Application, and Open Resource	Nov 23, 2022	AttributeClustering	CodeCode Available	1
Adaptive Graph Convolutional Network with Attention Graph Clustering for Co-saliency Detection	Mar 13, 2020	ClusteringCo-Salient Object Detection	CodeCode Available	1
Federated Graph Classification over Non-IID Graphs	Jun 25, 2021	ClassificationClustering	CodeCode Available	1
Flow-based Algorithms for Improving Clusters: A Unifying Framework, Software, and Performance	Apr 20, 2020	ClusteringCommunity Detection	CodeCode Available	1
Attention-driven Graph Clustering Network	Aug 12, 2021	AttributeClustering	CodeCode Available	1
Adversarially Regularized Graph Autoencoder for Graph Embedding	Feb 13, 2018	ClusteringDecoder	CodeCode Available	1
Deep Fusion Clustering Network	Dec 15, 2020	AttributeClustering	CodeCode Available	1
Graph Neural Distance Metric Learning with Graph-Bert	Feb 9, 2020	ClusteringGraph Classification	CodeCode Available	1
Accurate Learning of Graph Representations with Graph Multiset Pooling	Feb 23, 2021	Graph ClassificationGraph Clustering	CodeCode Available	1
Attributed Graph Clustering with Dual Redundancy Reduction	Apr 18, 2022	ClusteringContrastive Learning	CodeCode Available	1
Interpretable Clustering on Dynamic Graphs with Recurrent Graph Neural Networks	Dec 16, 2020	ClusteringGraph Clustering	CodeCode Available	1
Every Node is Different: Dynamically Fusing Self-Supervised Tasks for Attributed Graph Clustering	Jan 12, 2024	ClusteringGraph Clustering	CodeCode Available	1

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All datasets Citeseer Cora Pubmed Biase et al Bozec et al Deng et al Goolam et al Pollen et al Treutlein et al Yan et al

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	R-DGAE	ACC	70.5	—	Unverified
2	R-GMM-VGAE	ACC	68.9	—	Unverified
3	AGC	ACC	67	—	Unverified
4	RWR-GAE	ACC	61.6	—	Unverified
5	RWR-VGAE	ACC	61.3	—	Unverified
6	ARGE	ACC	57.3	—	Unverified
7	ARVGE	ACC	54.4	—	Unverified
8	GAE	ACC	40.8	—	Unverified
9	DAEGC+GSCAN†	NMI	39.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	R-GMM-VGAE	ACC	76.7	—	Unverified
2	R-DGAE	ACC	73.7	—	Unverified
3	AGC	ACC	68.92	—	Unverified
4	RWR-VGAE	ACC	68.5	—	Unverified
5	RWR-GAE	ACC	66.9	—	Unverified
6	ARGE	ACC	64	—	Unverified
7	ARVGE	ACC	63.8	—	Unverified
8	GAE	ACC	59.6	—	Unverified
9	DAEGC+GSCAN†	NMI	52.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	R-GMM-VGAE	ACC	74	—	Unverified
2	RWR-VGAE	ACC	73.6	—	Unverified
3	RWR-GAE	ACC	72.6	—	Unverified
4	R-DGAE	ACC	71.4	—	Unverified
5	AGC	ACC	69.78	—	Unverified
6	VGAE	ACC	65.48	—	Unverified
7	DAEGC+GSCAN†	NMI	31.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	0.46	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	0.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	0.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	0.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Polaratio Consensus Clustering	Adjusted Rand Index	0.81	—	Unverified