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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 621–630 of 919 papers

Title	Date	Tasks	Status	Hype
Large Language Models Meet Graph Neural Networks: A Perspective of Graph Mining	Dec 26, 2024	Community DetectionGraph Learning	—Unverified	0
Large-scale nonlinear Granger causality for inferring directed dependence from short multivariate time-series data	Apr 9, 2021	Causal DiscoveryCausal Inference	—Unverified	0
Latent Geometry Inspired Graph Dissimilarities Enhance Affinity Propagation Community Detection in Complex Networks	Apr 12, 2018	ClusteringCommunity Detection	—Unverified	0
Latent heterogeneous multilayer community detection	Jun 16, 2018	Community Detection	—Unverified	0
Leaders, Followers, and Community Detection	Nov 2, 2010	Community Detection	—Unverified	0
Learning Communities from Equilibria of Nonlinear Opinion Dynamics	Sep 12, 2024	Community DetectionStochastic Block Model	—Unverified	0
Learning Communities in the Presence of Errors	Nov 10, 2015	Community Detectiongraph partitioning	—Unverified	0
LEARNING GUARANTEES FOR GRAPH CONVOLUTIONAL NETWORKS ON THE STOCHASTIC BLOCK MODEL	Sep 29, 2021	Community DetectionGraph Neural Network	—Unverified	0
Learning higher-order sequential structure with cloned HMMs	May 1, 2019	Community DetectionLanguage Modeling	—Unverified	0
Learning Influence-Receptivity Network Structure with Guarantee	Jun 14, 2018	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