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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 421–430 of 919 papers

Title	Date	Tasks	Status	Hype
Graph Neural Networks for Multiparallel Word Alignment	Mar 16, 2022	Community DetectionMachine Translation	—Unverified	0
Graph Ordering: Towards the Optimal by Learning	Jan 18, 2020	Combinatorial OptimizationCommunity Detection	—Unverified	0
Curvature-based Clustering on Graphs	Jul 19, 2023	ClusteringCommunity Detection	—Unverified	0
Graph Vertex Embeddings: Distance, Regularization and Community Detection	Apr 9, 2024	Community Detection	—Unverified	0
GRE^2-MDCL: Graph Representation Embedding Enhanced via Multidimensional Contrastive Learning	Sep 12, 2024	Community DetectionContrastive Learning	—Unverified	0
GroupEnc: encoder with group loss for global structure preservation	Sep 6, 2023	ClusteringCommunity Detection	—Unverified	0
GSim: A Graph Neural Network based Relevance Measure for Heterogeneous Graphs	Aug 12, 2022	Community DetectionGraph Mining	—Unverified	0
Community detection in the sparse hypergraph stochastic block model	Apr 11, 2019	Community DetectionStochastic Block Model	—Unverified	0
A testing based extraction algorithm for identifying significant communities in networks	Dec 3, 2014	Community Detection	—Unverified	0
An efficient approach for nonconvex semidefinite optimization via customized alternating direction method of multipliers	Sep 7, 2022	Community DetectionForm	—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