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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 481–490 of 919 papers

Title	Date	Tasks	Status	Hype
Community detection in sparse time-evolving graphs with a dynamical Bethe-Hessian	Jun 3, 2020	Community DetectionStochastic Block Model	CodeCode Available	0
Revealing consensus and dissensus between network partitions	May 28, 2020	Community DetectionModel Selection	—Unverified	0
p-Norm Flow Diffusion for Local Graph Clustering	May 20, 2020	ClusteringCommunity Detection	CodeCode Available	1
Deep Learning for Community Detection: Progress, Challenges and Opportunities	May 17, 2020	ClusteringCommunity Detection	CodeCode Available	1
Neural Stochastic Block Model & Scalable Community-Based Graph Learning	May 16, 2020	Community DetectionGraph Attention	—Unverified	0
Sampling Community Structure	May 13, 2020	Community DetectionRelational Reasoning	—Unverified	0
Knowledge Graph semantic enhancement of input data for improving AI	May 10, 2020	BIG-bench Machine LearningCommunity Detection	—Unverified	0
Evolutionary Multi Objective Optimization Algorithm for Community Detection in Complex Social Networks	May 7, 2020	Community Detection	—Unverified	0
Community Detection Clustering via Gumbel Softmax	May 5, 2020	ClusteringCommunity Detection	—Unverified	0
Finding structural hole spanners based on community forest model and diminishing marginal utility in large scale social networks	Apr 24, 2020	Community DetectionLink Prediction	—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