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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 391–400 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Extraction of hierarchical functional connectivity components in human brain using resting-state fMRI	Jun 19, 2019	Community DetectionFunctional Connectivity	—Unverified	0	0
Generalized Category Discovery with Clustering Assignment Consistency	Oct 30, 2023	ClusteringCommunity Detection	—Unverified	0	0
Extracting information from free text through unsupervised graph-based clustering: an application to patient incident records	Aug 31, 2019	ClusteringCommunity Detection	—Unverified	0	0
Community Detection: Exact Recovery in Weighted Graphs	Feb 8, 2021	Community DetectionStochastic Block Model	—Unverified	0	0
Exposing Fake Images with Forensic Similarity Graphs	Dec 5, 2019	Community DetectionImage Forgery Detection	—Unverified	0	0
Community detection by spectral methods in multi-layer networks	Mar 19, 2024	ClusteringCommunity Detection	—Unverified	0	0
A Random Matrix Perspective on Random Tensors	Aug 2, 2021	Community Detection	—Unverified	0	0
Global and Individualized Community Detection in Inhomogeneous Multilayer Networks	Dec 2, 2020	Community Detection	—Unverified	0	0
Exploring Sentence Community for Document-Level Event Extraction	Nov 1, 2021	Community DetectionDocument-level Event Extraction	—Unverified	0	0
Exploration of Large Networks with Covariates via Fast and Universal Latent Space Model Fitting	May 5, 2017	Community Detection	—Unverified	0	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