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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 341–350 of 919 papers

Title	Date	Tasks	Status	Hype
Evidential community detection based on density peaks	Sep 28, 2018	Community Detection	—Unverified	0
Evidential Label Propagation Algorithm for Graphs	Jun 13, 2016	Community Detection	—Unverified	0
Evolutionary Multi Objective Optimization Algorithm for Community Detection in Complex Social Networks	May 7, 2020	Community Detection	—Unverified	0
Exact Matching in Correlated Networks with Node Attributes for Improved Community Recovery	Jan 6, 2025	AttributeCommunity Detection	—Unverified	0
Optimal and exact recovery on general non-uniform Hypergraph Stochastic Block Model	Apr 25, 2023	Community DetectionStochastic Block Model	—Unverified	0
Exact Recovery of Community Detection in dependent Gaussian Mixture Models	Sep 23, 2022	Community Detection	—Unverified	0
Exact Recovery of Community Detection in k-Community Gaussian Mixture Model	Aug 29, 2020	Community Detection	—Unverified	0
EXIT Analysis for Community Detection	Jan 8, 2019	Community Detection	—Unverified	0
Deep Amortized Relational Model with Group-Wise Hierarchical Generative Process	Jun 28, 2022	Community DetectionLink Prediction	—Unverified	0
AceKG: A Large-scale Knowledge Graph for Academic Data Mining	Jul 23, 2018	Community DetectionEntity Alignment	—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