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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 211–220 of 919 papers

Title	Date	Tasks	Status	Hype
Community Detection in the Hypergraph SBM: Exact Recovery Given the Similarity Matrix	Aug 23, 2022	Community DetectionStochastic Block Model	—Unverified	0
Community Detection in the Multi-View Stochastic Block Model	Jan 17, 2024	Community DetectionStochastic Block Model	—Unverified	0
Community detection in the sparse hypergraph stochastic block model	Apr 11, 2019	Community DetectionStochastic Block Model	—Unverified	0
A testing based extraction algorithm for identifying significant communities in networks	Dec 3, 2014	Community Detection	—Unverified	0
Achieving the KS threshold in the general stochastic block model with linearized acyclic belief propagation	Dec 1, 2016	ClusteringCommunity Detection	—Unverified	0
A Thorough View of Exact Inference in Graphs from the Degree-4 Sum-of-Squares Hierarchy	Feb 16, 2021	Combinatorial OptimizationCommunity Detection	—Unverified	0
Community Recovery in the Geometric Block Model	Jun 22, 2022	Community Detectionmodel	—Unverified	0
Community Detection on Mixture Multi-layer Networks via Regularized Tensor Decomposition	Feb 10, 2020	Community DetectionStochastic Block Model	—Unverified	0
Active Community Detection with Maximal Expected Model Change	Jan 11, 2018	Active LearningCommunity Detection	—Unverified	0
Clustering evolving data using kernel-based methods	Nov 20, 2014	ClusteringCommunity Detection	—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