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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 571–580 of 919 papers

Title	Date	Tasks	Status	Hype
Hierarchical community detection by recursive partitioning	Oct 2, 2018	ClusteringCommunity Detection	—Unverified	0
MDL-Pool: Adaptive Multilevel Graph Pooling Based on Minimum Description Length	Sep 16, 2024	Community DetectionGraph Classification	—Unverified	0
Hierarchical-Graph-Structured Edge Partition Models for Learning Evolving Community Structure	Nov 18, 2024	Community DetectionLink Prediction	—Unverified	0
Hierarchical Latent Semantic Mapping for Automated Topic Generation	Nov 11, 2015	Community Detection	—Unverified	0
Hierarchical organization of functional connectivity in the mouse brain: a complex network approach	Jan 27, 2016	Community DetectionFunctional Connectivity	—Unverified	0
Higher-order Knowledge Transfer for Dynamic Community Detection with Great Changes	Nov 28, 2022	Community DetectionDynamic Community Detection	—Unverified	0
Higher-Order Spectral Clustering under Superimposed Stochastic Block Model	Dec 16, 2018	ClusteringCommunity Detection	—Unverified	0
High-order Order Proximity-Incorporated, Symmetry and Graph-Regularized Nonnegative Matrix Factorization for Community Detection	Mar 8, 2022	Community Detection	—Unverified	0
High Quality, Scalable and Parallel Community Detectionfor Large Real Graphs	Mar 19, 2014	ClusteringCommunity Detection	—Unverified	0
How is a data-driven approach better than random choice in label space division for multi-label classification?	Jun 7, 2016	Community DetectionGeneral Classification	—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