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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 581–590 of 919 papers

Title	Date	Tasks	Status	Hype
How Many Communities Are There?	Dec 4, 2014	ClusteringCommunity Detection	—Unverified	0
How Robust are Reconstruction Thresholds for Community Detection?	Nov 4, 2015	ClusteringCommunity Detection	—Unverified	0
Human-Centric Community Detection in Hybrid Metaverse Networks with Integrated AI Entities	Feb 15, 2025	Community DetectionGraph Neural Network	—Unverified	0
Hyperbolic Multiplex Network Embedding with Maps of Random Walk	Nov 23, 2019	Community DetectionNetwork Embedding	—Unverified	0
Hypergraph clustering using Ricci curvature: an edge transport perspective	Dec 20, 2024	ClusteringCommunity Detection	—Unverified	0
Hypothesis Testing for Automated Community Detection in Networks	Nov 12, 2013	ClusteringCommunity Detection	—Unverified	0
Identifying Illicit Drug Dealers on Instagram with Large-scale Multimodal Data Fusion	Aug 18, 2021	Community Detection	—Unverified	0
Identifying Linked Fraudulent Activities Using GraphConvolution Network	Jun 5, 2021	Community Detection	—Unverified	0
IEDC: An Integrated Approach for Overlapping and Non-overlapping Community Detection	Dec 14, 2016	Community Detection	—Unverified	0
Implicit models, latent compression, intrinsic biases, and cheap lunches in community detection	Oct 17, 2022	Community DetectionDescriptive	—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