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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 541–550 of 919 papers

Title	Date	Tasks	Status	Hype
From the User to the Medium: Neural Profiling Across Web Communities	Dec 3, 2018	ClusteringCommunity Detection	—Unverified	0
Fundamental limits of community detection from multi-view data: multi-layer, dynamic and partially labeled block models	Jan 16, 2024	Community DetectionStochastic Block Model	—Unverified	0
Graph2topic: an opensource topic modeling framework based on sentence embedding and community detection	Apr 13, 2023	Community DetectionLanguage Modelling	—Unverified	0
GCN-based Multi-task Representation Learning for Anomaly Detection in Attributed Networks	Jul 8, 2022	Anomaly DetectionCommunity Detection	—Unverified	0
Gene communities in co-expression networks across different tissues	May 22, 2023	Community Detection	—Unverified	0
Generalized Category Discovery with Clustering Assignment Consistency	Oct 30, 2023	ClusteringCommunity Detection	—Unverified	0
Generating Extractive Summaries of Scientific Paradigms	Feb 4, 2014	ArticlesCommunity Detection	—Unverified	0
Geometric Graph Representation Learning via Maximizing Rate Reduction	Feb 13, 2022	Community DetectionContrastive Learning	—Unverified	0
Global and Individualized Community Detection in Inhomogeneous Multilayer Networks	Dec 2, 2020	Community Detection	—Unverified	0
GoWvis: A Web Application for Graph-of-Words-based Text Visualization and Summarization	Aug 1, 2016	Ad-Hoc Information RetrievalClustering	—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