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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 711–720 of 919 papers

Title	Date	Tasks	Status	Hype
On the Simultaneous Preservation of Privacy and Community Structure in Anonymized Networks	Mar 25, 2016	Community DetectionStochastic Block Model	—Unverified	0
On the Supermodularity of Active Graph-based Semi-supervised Learning with Stieltjes Matrix Regularization	Apr 9, 2018	Community DetectionGeneral Classification	—Unverified	0
On the use of local structural properties for improving the efficiency of hierarchical community detection methods	Sep 15, 2020	ClusteringCommunity Detection	—Unverified	0
On Triangular versus Edge Representations --- Towards Scalable Modeling of Networks	Dec 1, 2012	Community Detection	—Unverified	0
Optimal Bipartite Network Clustering	Mar 15, 2018	ClusteringCommunity Detection	—Unverified	0
Optimal Clustering of Discrete Mixtures: Binomial, Poisson, Block Models, and Multi-layer Networks	Nov 27, 2023	ClusteringCommunity Detection	—Unverified	0
Optimal Cluster Recovery in the Labeled Stochastic Block Model	Oct 20, 2015	ClusteringCommunity Detection	—Unverified	0
Optimal community detection in dense bipartite graphs	May 23, 2025	Community Detection	—Unverified	0
Optimal Noise Reduction in Dense Mixed-Membership Stochastic Block Models under Diverging Spiked Eigenvalues Condition	Jul 26, 2023	Community DetectionStochastic Block Model	—Unverified	0
Optimal Inference in Contextual Stochastic Block Models	Jun 6, 2023	Community DetectionNode Classification	—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