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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	Score
Optimal and exact recovery on general non-uniform Hypergraph Stochastic Block Model	Apr 25, 2023	Community DetectionStochastic Block Model	—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
Community detection and portfolio optimization	Dec 26, 2021	Community DetectionManagement	—Unverified	0	0
Higher-Order Spectral Clustering under Superimposed Stochastic Block Model	Dec 16, 2018	ClusteringCommunity Detection	—Unverified	0	0
High-order Order Proximity-Incorporated, Symmetry and Graph-Regularized Nonnegative Matrix Factorization for Community Detection	Mar 8, 2022	Community Detection	—Unverified	0	0
High Quality, Scalable and Parallel Community Detectionfor Large Real Graphs	Mar 19, 2014	ClusteringCommunity Detection	—Unverified	0	0
Applying Machine Learning Techniques for Caching in Edge Networks: A Comprehensive Survey	Jun 21, 2020	BIG-bench Machine LearningCommunity Detection	—Unverified	0	0
A Fuzzy Community-Based Recommender System Using PageRank	Dec 18, 2018	Community DetectionRecommendation Systems	—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