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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 411–420 of 919 papers

Title	Date	Tasks	Status	Hype
Community detection using fast low-cardinality semidefinite programming	Dec 4, 2020	Community Detection	CodeCode Available	1
Unsupervised Adversarially-Robust Representation Learning on Graphs	Dec 4, 2020	Adversarial RobustnessCommunity Detection	—Unverified	0
Global and Individualized Community Detection in Inhomogeneous Multilayer Networks	Dec 2, 2020	Community Detection	—Unverified	0
Unsupervised Constrained Community Detection via Self-Expressive Graph Neural Network	Nov 28, 2020	ClusteringCommunity Detection	CodeCode Available	1
Mixed Membership Graph Clustering via Systematic Edge Query	Nov 25, 2020	ClusteringCommunity Detection	CodeCode Available	0
Consistency of regularized spectral clustering in degree-corrected mixed membership model	Nov 23, 2020	ClusteringCommunity Detection	—Unverified	0
Statistical and computational thresholds for the planted k-densest sub-hypergraph problem	Nov 23, 2020	Community Detection	—Unverified	0
Sparsity-aware Robust Community Detection(SPARCODE)	Nov 18, 2020	Community Detection	CodeCode Available	0
Contextual Stochastic Block Model: Sharp Thresholds and Contiguity	Nov 15, 2020	Community Detectionmodel	—Unverified	0
Community detection in network neuroscience	Nov 13, 2020	Community 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