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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 431–440 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Heuristic Modularity Maximization Algorithms for Community Detection Rarely Return an Optimal Partition or Anything Similar	Feb 28, 2023	Community Detection	—Unverified	0	0
Community Detection and Stochastic Block Models	Mar 29, 2017	ClusteringCommunity Detection	—Unverified	0	0
A pseudo-likelihood approach to community detection in weighted networks	Mar 10, 2023	Community DetectionComputational Efficiency	—Unverified	0	0
Exact Recovery of Community Detection in dependent Gaussian Mixture Models	Sep 23, 2022	Community Detection	—Unverified	0	0
Optimal and exact recovery on general non-uniform Hypergraph Stochastic Block Model	Apr 25, 2023	Community DetectionStochastic Block Model	—Unverified	0	0
Hierarchical Clustering Supported by Reciprocal Nearest Neighbors	Jul 9, 2019	AstronomyClustering	—Unverified	0	0
Hierarchical community detection by recursive partitioning	Oct 2, 2018	ClusteringCommunity Detection	—Unverified	0	0
Community detection and Social Network analysis based on the Italian wars of the 15th century	Jul 6, 2020	ClusteringCommunity Detection	—Unverified	0	0
Exact Matching in Correlated Networks with Node Attributes for Improved Community Recovery	Jan 6, 2025	AttributeCommunity Detection	—Unverified	0	0
Evolutionary Multi Objective Optimization Algorithm for Community Detection in Complex Social Networks	May 7, 2020	Community 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