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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 641–650 of 919 papers

Title	Date	Tasks	Status	Hype
Logistic Regression Augmented Community Detection for Network Data with Application in Identifying Autism-Related Gene Pathways	Sep 7, 2018	Community Detection	—Unverified	0
Low-Rank Projections of GCNs Laplacian	Jun 4, 2021	Community Detection	—Unverified	0
Machine learning meets network science: dimensionality reduction for fast and efficient embedding of networks in the hyperbolic space	Feb 21, 2016	Community DetectionDimensionality Reduction	—Unverified	0
Mapping higher-order network flows in memory and multilayer networks with Infomap	Jun 15, 2017	Community Detection	—Unverified	0
Mapping Hymns and Organizing Concepts in the Rigveda: Quantitatively Connecting the Vedic Suktas	Mar 23, 2025	Community DetectionDimensionality Reduction	—Unverified	0
Matched bipartite block model with covariates	Mar 15, 2017	ClusteringCommunity Detection	—Unverified	0
Matrix Concentration for Random Signed Graphs and Community Recovery in the Signed Stochastic Block Model	Dec 29, 2024	Community DetectionStochastic Block Model	—Unverified	0
Matrix Factorization in Tropical and Mixed Tropical-Linear Algebras	Sep 25, 2023	Collaborative FilteringCommunity Detection	—Unverified	0
MCMC Louvain for Online Community Detection	Dec 5, 2016	ClusteringCommunity Detection	—Unverified	0
Mean Field for the Stochastic Blockmodel: Optimization Landscape and Convergence Issues	Dec 1, 2018	Bayesian InferenceCommunity 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