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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 151–160 of 919 papers

Title	Date	Tasks	Status	Hype
An Interpretable Graph-based Mapping of Trustworthy Machine Learning Research	May 13, 2021	BIG-bench Machine LearningCommunity Detection	—Unverified	0
Inferring Communities of Interest in Collaborative Learning-based Recommender Systems	Jun 15, 2023	Community DetectionFederated Learning	—Unverified	0
Coactivated Clique Based Multisource Overlapping Brain Subnetwork Extraction	Jan 26, 2018	Community Detection	—Unverified	0
Clustering via Content-Augmented Stochastic Blockmodels	May 25, 2015	ArticlesClustering	—Unverified	0
An improved spectral clustering method for community detection under the degree-corrected stochastic blockmodel	Nov 12, 2020	ClusteringCommunity Detection	—Unverified	0
Combining Random Walks and Nonparametric Bayesian Topic Model for Community Detection	Jul 19, 2016	Community DetectionStochastic Block Model	—Unverified	0
ComHapDet: A Spatial Community Detection Algorithm for Haplotype Assembly	Nov 27, 2019	Community Detection	—Unverified	0
Exact Representation of Sparse Networks with Symmetric Nonnegative Embeddings	Nov 4, 2021	Community DetectionLink Prediction	—Unverified	0
A Noise-Resilient Semi-Supervised Graph Autoencoder for Overlapping Semantic Community Detection	May 9, 2025	AttributeCommunity Detection	—Unverified	0
Clustering of Complex Networks and Community Detection Using Group Search Optimization	Jul 4, 2013	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