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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 611–620 of 919 papers

Title	Date	Tasks	Status	Hype
Inverse Graph Identification: Can We Identify Node Labels Given Graph Labels?	Jul 12, 2020	ClusteringCommunity Detection	—Unverified	0
Investigating internal migration with network analysis and latent space representations: An application to Turkey	Jan 10, 2022	Community DetectionRepresentation Learning	—Unverified	0
Ising-Based Louvain Method: Clustering Large Graphs with Specialized Hardware	Dec 6, 2020	ClusteringCommunity Detection	—Unverified	0
Joint community and anomaly tracking in dynamic networks	Jun 25, 2015	Community DetectionTime Series	—Unverified	0
Joint Content-Context Analysis of Scientific Publications: Identifying Opportunities for Collaboration in Cognitive Science	Sep 24, 2021	Community Detection	—Unverified	0
Joint Content-Context Analysis of Scientific Publications: Identifying Opportunities for Collaboration in Cognitive Science	Oct 16, 2021	Community Detection	—Unverified	0
KAN KAN Buff Signed Graph Neural Networks?	Jan 1, 2025	Community DetectionGraph Representation Learning	—Unverified	0
Kernel k-Groups via Hartigan's Method	Oct 26, 2017	ClusteringCommunity Detection	—Unverified	0
Knowledge Graph semantic enhancement of input data for improving AI	May 10, 2020	BIG-bench Machine LearningCommunity Detection	—Unverified	0
Laplacian Mixture Modeling for Network Analysis and Unsupervised Learning on Graphs	Feb 3, 2015	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