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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 141–150 of 919 papers

Title	Date	Tasks	Status	Hype
A Framework for Exploring Federated Community Detection	Dec 14, 2023	Community DetectionFederated Learning	—Unverified	0
A Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization: Convergence Analysis and Optimality	Mar 24, 2017	ClusteringCommunity Detection	—Unverified	0
A Noise-Resilient Semi-Supervised Graph Autoencoder for Overlapping Semantic Community Detection	May 9, 2025	AttributeCommunity Detection	—Unverified	0
A Flexible Fitness Function for Community Detection in Complex Networks	Jun 10, 2014	Community Detection	—Unverified	0
A Coevolutionary Variable Neighborhood Search Algorithm for Discrete Multitasking (CoVNS): Application to Community Detection over Graphs	Sep 30, 2020	Community Detection	—Unverified	0
Community Detection and Matrix Completion with Social and Item Similarity Graphs	Dec 6, 2019	Community DetectionMatrix Completion	—Unverified	0
Community Detection and Stochastic Block Models	Mar 29, 2017	ClusteringCommunity Detection	—Unverified	0
Exact Representation of Sparse Networks with Symmetric Nonnegative Embeddings	Nov 4, 2021	Community DetectionLink Prediction	—Unverified	0
An Interpretable Graph-based Mapping of Trustworthy Machine Learning Research	May 13, 2021	BIG-bench Machine LearningCommunity Detection	—Unverified	0
An Adaptive Deep Clustering Pipeline to Inform Text Labeling at Scale	Feb 1, 2022	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