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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 351–360 of 919 papers

Title	Date	Tasks	Status	Hype
The Hyperspherical Geometry of Community Detection: Modularity as a Distance	Jul 6, 2021	ClusteringCommunity Detection	CodeCode Available	0
Subspace Clustering Based Analysis of Neural Networks	Jul 2, 2021	ClusteringCommunity Detection	CodeCode Available	0
Fundamental limits for rank-one matrix estimation with groupwise heteroskedasticity	Jun 22, 2021	ClusteringCommunity Detection	CodeCode Available	0
A Deep Latent Space Model for Graph Representation Learning	Jun 22, 2021	Community DetectionDecoder	CodeCode Available	0
Spectral goodness-of-fit tests for complete and partial network data	Jun 17, 2021	Community DetectionStochastic Block Model	CodeCode Available	0
Federated Myopic Community Detection with One-shot Communication	Jun 14, 2021	Community Detection	—Unverified	0
Streaming Belief Propagation for Community Detection	Jun 9, 2021	Community DetectionStochastic Block Model	—Unverified	0
Identifying Linked Fraudulent Activities Using GraphConvolution Network	Jun 5, 2021	Community Detection	—Unverified	0
Low-Rank Projections of GCNs Laplacian	Jun 4, 2021	Community Detection	—Unverified	0
A Comprehensive Survey on Community Detection with Deep Learning	May 26, 2021	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