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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 521–530 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Recovering Unbalanced Communities in the Stochastic Block Model With Application to Clustering with a Faulty Oracle	Feb 17, 2022	ClusteringCommunity Detection	—Unverified	0	0
Reduced network extremal ensemble learning (RenEEL) scheme for community detection in complex networks	Sep 23, 2019	Community DetectionEnsemble Learning	—Unverified	0	0
Reformulating Speaker Diarization as Community Detection With Emphasis On Topological Structure	Apr 26, 2022	ClusteringCommunity Detection	—Unverified	0	0
Regularized Projection Matrix Approximation with Applications to Community Detection	May 26, 2024	ClusteringCommunity Detection	—Unverified	0	0
Representation learning of dynamic networks	Dec 15, 2024	AttributeCommunity Detection	—Unverified	0	0
Resampled Mutual Information for Clustering and Community Detection	Nov 21, 2024	ClusteringCommunity Detection	—Unverified	0	0
Research Topic Flows in Co-Authorship Networks	Jun 16, 2022	Community Detection	—Unverified	0	0
Graph-Based Recommendation System Enhanced with Community Detection	Jan 10, 2022	Community DetectionRecommendation Systems	—Unverified	0	0
Equipping SBMs with RBMs: An Explainable Approach for Analysis of Networks with Covariates	Nov 11, 2019	Community DetectionLink Prediction	—Unverified	0	0
Restricted Tweedie Stochastic Block Models	Oct 17, 2023	Community DetectionStochastic Block Model	—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