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 826–850 of 919 papers

Title	Date	Tasks	Status
Investigating Annotator Bias with a Graph-Based Approach	Nov 1, 2020	BIG-bench Machine LearningCommunity Detection	CodeCode Available
Spectral clustering on spherical coordinates under the degree-corrected stochastic blockmodel	Nov 9, 2020	ClusteringCommunity Detection	CodeCode Available
Ensemble Clustering for Graphs: Comparisons and Applications	Mar 19, 2019	Anomaly DetectionClustering	CodeCode Available
Superpixels algorithms through network community detection	Aug 27, 2023	Community DetectionImage Segmentation	CodeCode Available
Is Performance of Scholars Correlated to Their Research Collaboration Patterns?	Nov 5, 2019	Community DetectionGraph Embedding	CodeCode Available
Supervised Community Detection with Line Graph Neural Networks	May 23, 2017	Community DetectionGraph Classification	CodeCode Available
Joint Community Detection and Rotational Synchronization via Semidefinite Programming	May 13, 2021	Community DetectionStochastic Block Model	CodeCode Available
Surfacing contextual hate speech words within social media	Nov 28, 2017	Community DetectionGeneral Classification	CodeCode Available
Node Embedding with Adaptive Similarities for Scalable Learning over Graphs	Nov 27, 2018	ClusteringCommunity Detection	CodeCode Available
Estimation of Low-Rank Matrices via Approximate Message Passing	Nov 6, 2017	Community Detection	CodeCode Available
Attributed Graph Clustering via Adaptive Graph Convolution	Jun 4, 2019	ClusteringCommunity Detection	CodeCode Available
Spectral goodness-of-fit tests for complete and partial network data	Jun 17, 2021	Community DetectionStochastic Block Model	CodeCode Available
Fast Maximum k-Plex Algorithms Parameterized by Small Degeneracy Gaps	Jun 23, 2023	Community DetectionGraph Mining	CodeCode Available
Community detection in graphs	Jun 3, 2009	ClusteringCommunity Detection	CodeCode Available
Evaluating Overfit and Underfit in Models of Network Community Structure	Feb 28, 2018	Community DetectionDiagnostic	CodeCode Available
Properties and Performance of the ABCDe Random Graph Model with Community Structure	Mar 28, 2022	Community Detection	CodeCode Available
Non-Convex Exact Community Recovery in Stochastic Block Model	Jun 29, 2020	Community DetectionStochastic Block Model	CodeCode Available
The Map Equation Goes Neural: Mapping Network Flows with Graph Neural Networks	Oct 2, 2023	ClusteringCommunity Detection	CodeCode Available
Advancing Community Detection with Graph Convolutional Neural Networks: Bridging Topological and Attributive Cohesion	May 15, 2025	AttributeCommunity Detection	CodeCode Available
Normalized mutual information is a biased measure for classification and community detection	Jul 3, 2023	Community Detection	CodeCode Available
A Distributed Hybrid Community Detection Methodology for Social Networks	Aug 19, 2019	Community DetectionMarketing	CodeCode Available
Semantic flow in language networks	May 18, 2019	Community DetectionPhilosophy	CodeCode Available
A Survey on Machine Learning Solutions for Graph Pattern Extraction	Apr 3, 2022	Community DetectionCommunity Search	CodeCode Available
On clustering network-valued data	Jun 8, 2016	ClusteringCommunity Detection	CodeCode Available
Community and hyperedge inference in multiple hypergraphs	May 8, 2025	Community DetectionHyperedge Prediction	CodeCode Available

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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