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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 101–110 of 919 papers

Title	Date	Tasks	Status	Hype
An Effective Index for Truss-based Community Search on Large Directed Graphs	Jan 19, 2024	Community DetectionCommunity Search	—Unverified	0
Community Detection in the Multi-View Stochastic Block Model	Jan 17, 2024	Community DetectionStochastic Block Model	—Unverified	0
Fundamental limits of community detection from multi-view data: multi-layer, dynamic and partially labeled block models	Jan 16, 2024	Community DetectionStochastic Block Model	—Unverified	0
Mixture of multilayer stochastic block models for multiview clustering	Jan 9, 2024	ClusteringCommunity Detection	—Unverified	0
Learning Persistent Community Structures in Dynamic Networks via Topological Data Analysis	Jan 6, 2024	ClusteringCommunity Detection	CodeCode Available	0
Systematic review of image segmentation using complex networks	Jan 5, 2024	Community DetectionEdge Detection	—Unverified	0
A Community Detection and Graph Neural Network Based Link Prediction Approach for Scientific Literature	Jan 4, 2024	Community DetectionGraph Neural Network	—Unverified	0
Benchmarking Evolutionary Community Detection Algorithms in Dynamic Networks	Dec 21, 2023	BenchmarkingCommunity Detection	—Unverified	0
A Framework for Exploring Federated Community Detection	Dec 14, 2023	Community DetectionFederated Learning	—Unverified	0
Uncertainty in GNN Learning Evaluations: A Comparison Between Measures for Quantifying Randomness in GNN Community Detection	Dec 14, 2023	Community DetectionTask 2	—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