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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 431–440 of 919 papers

Title	Date	Tasks	Status	Hype
Amortized Probabilistic Detection of Communities in Graphs	Oct 29, 2020	ClusteringCommunity Detection	CodeCode Available	1
On Graph Neural Networks versus Graph-Augmented MLPs	Oct 28, 2020	Community DetectionIsomorphism Testing	CodeCode Available	0
Joint Inference of Diffusion and Structure in Partially Observed Social Networks Using Coupled Matrix Factorization	Oct 3, 2020	Community DetectionLink Prediction	CodeCode Available	1
Linear-Sample Learning of Low-Rank Distributions	Sep 30, 2020	Collaborative FilteringCommunity 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, pattern recognition, and hypergraph-based learning: approaches using metric geometry and persistent homology	Sep 29, 2020	Community Detection	CodeCode Available	1
Sketch-based community detection in evolving networks	Sep 24, 2020	Community DetectionStochastic Block Model	—Unverified	0
Overlapping community detection in networks via sparse spectral decomposition	Sep 20, 2020	ClusteringCommunity Detection	CodeCode Available	0
Hierarchical community structure in networks	Sep 15, 2020	Community DetectionStochastic Block Model	CodeCode Available	0
On the use of local structural properties for improving the efficiency of hierarchical community detection methods	Sep 15, 2020	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