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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 811–820 of 919 papers

Title	Date	Tasks	Status	Hype
Informative core identification in complex networks	Jan 16, 2021	Community Detection	CodeCode Available	0
Integrating Network Embedding and Community Outlier Detection via Multiclass Graph Description	Jul 20, 2020	Community DetectionGraph Embedding	CodeCode Available	0
Position-aware Graph Neural Networks	Jun 11, 2019	Community DetectionGraph Neural Network	CodeCode Available	0
Effective Hierarchical Information Threading Using Network Community Detection	Mar 17, 2023	ArticlesCommunity Detection	CodeCode Available	0
Neural-Brane: Neural Bayesian Personalized Ranking for Attributed Network Embedding	Apr 23, 2018	ClusteringCommunity Detection	CodeCode Available	0
Efficient discovery of overlapping communities in massive networks	Sep 3, 2013	ArticlesCommunity Detection	CodeCode Available	0
A unified framework for spectral clustering in sparse graphs	Mar 20, 2020	ClusteringCommunity Detection	CodeCode Available	0
Efficiently inferring community structure in bipartite networks	Mar 12, 2014	Community DetectionStochastic Block Model	CodeCode Available	0
Scalable Community Detection via Parallel Correlation Clustering	Jul 27, 2021	ClusteringCommunity Detection	CodeCode Available	0
Subspace Clustering Based Analysis of Neural Networks	Jul 2, 2021	ClusteringCommunity Detection	CodeCode Available	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