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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 191–200 of 919 papers

Title	Date	Tasks	Status	Hype
A stochastic block model for community detection in attributed networks	Aug 31, 2023	ClusteringCommunity Detection	—Unverified	0
Computational Lower Bounds for Graphon Estimation via Low-degree Polynomials	Aug 30, 2023	Community DetectionGraphon Estimation	—Unverified	0
Superpixels algorithms through network community detection	Aug 27, 2023	Community DetectionImage Segmentation	CodeCode Available	0
LSCPM: communities in massive real-world Link Streams by Clique Percolation Method	Aug 21, 2023	Community Detection	CodeCode Available	0
Optimal Noise Reduction in Dense Mixed-Membership Stochastic Block Models under Diverging Spiked Eigenvalues Condition	Jul 26, 2023	Community DetectionStochastic Block Model	—Unverified	0
Optimizing parameter search for community detection in time evolving networks of complex systems	Jul 24, 2023	Community Detection	—Unverified	0
Curvature-based Clustering on Graphs	Jul 19, 2023	ClusteringCommunity Detection	—Unverified	0
A Neural Collapse Perspective on Feature Evolution in Graph Neural Networks	Jul 4, 2023	Community Detectionimage-classification	CodeCode Available	0
Normalized mutual information is a biased measure for classification and community detection	Jul 3, 2023	Community Detection	CodeCode Available	0
Privacy-Preserving Community Detection for Locally Distributed Multiple Networks	Jun 27, 2023	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