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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 581–590 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Statistical and computational thresholds for the planted k-densest sub-hypergraph problem	Nov 23, 2020	Community Detection	—Unverified	0	0
Statistical-Computational Tradeoffs in Planted Problems and Submatrix Localization with a Growing Number of Clusters and Submatrices	Feb 6, 2014	ClusteringCommunity Detection	—Unverified	0	0
Statistical inference of assortative community structures	Jun 25, 2020	Community DetectionModel Selection	—Unverified	0	0
Statistical inference on random dot product graphs: a survey	Sep 16, 2017	Community DetectionSurvey	—Unverified	0	0
Stochastic Block Model for Hypergraphs: Statistical limits and a semidefinite programming approach	Jul 8, 2018	Community DetectionStochastic Block Model	—Unverified	0	0
Stochastic Block Models with Multiple Continuous Attributes	Mar 7, 2018	AttributeCollaborative Filtering	—Unverified	0	0
Streaming Belief Propagation for Community Detection	Jun 9, 2021	Community DetectionStochastic Block Model	—Unverified	0	0
Streaming, Memory Limited Algorithms for Community Detection	Dec 1, 2014	ClusteringCommunity Detection	—Unverified	0	0
Strong Consistency, Graph Laplacians, and the Stochastic Block Model	Apr 21, 2020	ClusteringCommunity Detection	—Unverified	0	0
Strongly Consistent Community Detection in Popularity Adjusted Block Models	Jun 8, 2025	ClusteringCommunity Detection	—Unverified	0	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