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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 831–840 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Community detection using low-dimensional network embedding algorithms	Nov 4, 2021	Community DetectionNetwork Embedding	—Unverified	0	0
Community Detection Using Revised Medoid-Shift Based on KNN	Apr 19, 2023	ClusteringCommunity Detection	—Unverified	0	0
Community-Detection via Hashtag-Graphs for Semi-Supervised NMF Topic Models	Nov 17, 2021	Community DetectionTopic Models	—Unverified	0	0
Community Detection via Measure Space Embedding	Dec 1, 2015	Community DetectionStochastic Block Model	—Unverified	0	0
Community Detection with a Subsampled Semidefinite Program	Feb 2, 2021	ClusteringCommunity Detection	—Unverified	0	0
Community Detection with Heterogeneous Block Covariance Model	Dec 4, 2024	Community Detectionmodel	—Unverified	0	0
Community Detection with Known, Unknown, or Partially Known Auxiliary Latent Variables	Jan 8, 2023	Community DetectionStochastic Block Model	—Unverified	0	0
Community Detection with Node Attributes and its Generalization	Apr 12, 2016	Community Detection	—Unverified	0	0
Community detection with the Bethe-Hessian	Nov 5, 2024	Community DetectionStochastic Block Model	—Unverified	0	0
Evading Community Detection via Counterfactual Neighborhood Search	Oct 13, 2023	Community Detectioncounterfactual	—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