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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 311–320 of 919 papers

Title	Date	Tasks	Status	Hype
Near-Optimal Correlation Clustering with Privacy	Mar 2, 2022	ClusteringCommunity Detection	—Unverified	0
Listing Maximal k-Plexes in Large Real-World Graphs	Feb 17, 2022	AllCommunity Detection	CodeCode Available	0
Recovering Unbalanced Communities in the Stochastic Block Model With Application to Clustering with a Faulty Oracle	Feb 17, 2022	ClusteringCommunity Detection	—Unverified	0
Geometric Graph Representation Learning via Maximizing Rate Reduction	Feb 13, 2022	Community DetectionContrastive Learning	—Unverified	0
Machine learning to assess relatedness: the advantage of using firm-level data	Feb 1, 2022	BIG-bench Machine LearningCommunity Detection	—Unverified	0
A Semi-Supervised Deep Clustering Pipeline for Mining Intentions From Texts	Feb 1, 2022	ClusteringCommunity Detection	—Unverified	0
An Adaptive Deep Clustering Pipeline to Inform Text Labeling at Scale	Feb 1, 2022	ClusteringCommunity Detection	—Unverified	0
Differentially Private Community Detection for Stochastic Block Models	Jan 31, 2022	Community DetectionComputational Efficiency	—Unverified	0
Why the Rich Get Richer? On the Balancedness of Random Partition Models	Jan 30, 2022	Community DetectionEntity Resolution	—Unverified	0
The effect of the pandemic on complex socio-economic systems: community detection induced by communicability	Jan 29, 2022	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