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 151–175 of 393 papers

Title	Date	Tasks	Status
Independence Promoted Graph Disentangled Networks	Nov 26, 2019	ClusteringGraph Classification	—Unverified
Graph Clustering with Graph Neural Networks	Jun 30, 2020	AttributeClustering	—Unverified
Graph Clustering with Cross-View Feature Propagation	Aug 12, 2024	ClusteringGraph Clustering	—Unverified
A low-rank non-convex norm method for multiview graph clustering	Dec 18, 2023	ClusteringGraph Clustering	—Unverified
Influence-Based Mini-Batching for Graph Neural Networks	Dec 18, 2022	Graph Clustering	—Unverified
Graph clustering with Boltzmann machines	Mar 4, 2022	BenchmarkingClustering	—Unverified
Computing Nonlinear Eigenfunctions via Gradient Flow Extinction	Feb 27, 2019	BIG-bench Machine LearningClustering	—Unverified
Graph clustering, variational image segmentation methods and Hough transform scale detection for object measurement in images	Feb 27, 2016	ClusteringGraph Clustering	—Unverified
Co-clustering for directed graphs: the Stochastic co-Blockmodel and spectral algorithm Di-Sim	Apr 10, 2012	ClusteringGraph Clustering	—Unverified
Graph Clustering: Block-models and model free results	Dec 1, 2016	ClusteringGraph Clustering	—Unverified
Graph Clustering Bandits for Recommendation	May 2, 2016	ClusteringGraph Clustering	—Unverified
Constant Approximation for Normalized Modularity and Associations Clustering	Dec 29, 2022	ClusteringGraph Clustering	—Unverified
CluStRE: Streaming Graph Clustering with Multi-Stage Refinement	Feb 8, 2025	ClusteringComputational Efficiency	—Unverified
HAECcity: Open-Vocabulary Scene Understanding of City-Scale Point Clouds with Superpoint Graph Clustering	Apr 18, 2025	ClusteringGraph Clustering	—Unverified
A Comprehensive Survey on Community Detection with Deep Learning	May 26, 2021	ClusteringCommunity Detection	—Unverified
Hermitian matrices for clustering directed graphs: insights and applications	Aug 6, 2019	ClusteringGraph Clustering	—Unverified
Gap-Free Clustering: Sensitivity and Robustness of SDP	Aug 29, 2023	ClusteringGraph Clustering	—Unverified
Distance preserving model order reduction of graph-Laplacians and cluster analysis	Sep 9, 2018	ClusteringDimensionality Reduction	—Unverified
A Modular Framework for Centrality and Clustering in Complex Networks	Nov 23, 2021	BenchmarkingClustering	—Unverified
Higher-Order Spectral Clustering of Directed Graphs	Nov 10, 2020	ClusteringGraph Clustering	—Unverified
COREclust: a new package for a robust and scalable analysis of complex data	May 25, 2018	ClusteringGraph Clustering	—Unverified
GoWvis: A Web Application for Graph-of-Words-based Text Visualization and Summarization	Aug 1, 2016	Ad-Hoc Information RetrievalClustering	—Unverified
GNN-XML: Graph Neural Networks for Extreme Multi-label Text Classification	Dec 10, 2020	ClusteringGeneral Classification	—Unverified
Human Semantic Segmentation using Millimeter-Wave Radar Sparse Point Clouds	Apr 27, 2023	Graph ClusteringSegmentation	—Unverified
Incorporating Higher-order Structural Information for Graph Clustering	Mar 17, 2024	ClusteringDeep Clustering	—Unverified

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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