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Community Detection

Community Detection is one of the fundamental problems in network analysis, where the goal is to find groups of nodes that are, in some sense, more similar to each other than to the other nodes.

Source: Randomized Spectral Clustering in Large-Scale Stochastic Block Models

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 441–450 of 919 papers

Title	Date	Tasks	Status	Hype
Curvature-based Clustering on Graphs	Jul 19, 2023	ClusteringCommunity Detection	—Unverified	0
An efficient approach for nonconvex semidefinite optimization via customized alternating direction method of multipliers	Sep 7, 2022	Community DetectionForm	—Unverified	0
Hierarchical organization of functional connectivity in the mouse brain: a complex network approach	Jan 27, 2016	Community DetectionFunctional Connectivity	—Unverified	0
A Boosting Approach to Learning Graph Representations	Jan 14, 2014	Community DetectionRelational Reasoning	—Unverified	0
How Many Communities Are There?	Dec 4, 2014	ClusteringCommunity Detection	—Unverified	0
Higher-Order Spectral Clustering under Superimposed Stochastic Block Model	Dec 16, 2018	ClusteringCommunity Detection	—Unverified	0
High-order Order Proximity-Incorporated, Symmetry and Graph-Regularized Nonnegative Matrix Factorization for Community Detection	Mar 8, 2022	Community Detection	—Unverified	0
High Quality, Scalable and Parallel Community Detectionfor Large Real Graphs	Mar 19, 2014	ClusteringCommunity Detection	—Unverified	0
Community Detection Using Revised Medoid-Shift Based on KNN	Apr 19, 2023	ClusteringCommunity Detection	—Unverified	0
Human-Centric Community Detection in Hybrid Metaverse Networks with Integrated AI Entities	Feb 15, 2025	Community DetectionGraph Neural Network	—Unverified	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GNN	Accuracy-NE	2	—	Unverified
2	CommunityGAN	F1-score	0.09	—	Unverified
3	Ego-Splitting	F1-score	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EdMot	NMI	0.42	—	Unverified
2	CDNMF	NMI	0.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CDNMF	ACC	0.48	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CommunityGAN	F1-Score	0.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.69	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.65	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.68	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.85	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CDNMF	ACC	0.67	—	Unverified