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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 411–420 of 919 papers

Title	Date	Tasks	Status	Hype
Graph Ordering: Towards the Optimal by Learning	Jan 18, 2020	Combinatorial OptimizationCommunity Detection	—Unverified	0
Data-driven Clustering in Ad-hoc Networks based on Community Detection	Aug 2, 2021	ClusteringCommunity Detection	—Unverified	0
Graphfool: Targeted Label Adversarial Attack on Graph Embedding	Feb 24, 2021	Adversarial AttackClassification	—Unverified	0
Graph Generators: State of the Art and Open Challenges	Jan 22, 2020	Community DetectionGraph Generation	—Unverified	0
Data clustering with edge domination in complex networks	May 16, 2017	ClusteringCommunity Detection	—Unverified	0
A Survey on Signed Graph Embedding: Methods and Applications	Sep 5, 2024	Community DetectionGraph Embedding	—Unverified	0
A Unified Framework for Exploratory Learning-Aided Community Detection Under Topological Uncertainty	Apr 10, 2023	Community DetectionComputational Efficiency	—Unverified	0
Community detection in sparse latent space models	Aug 4, 2020	ClusteringCommunity Detection	—Unverified	0
Community Detection in Sparse Random Networks	Aug 13, 2013	Community Detection	—Unverified	0
Bounded Projection Matrix Approximation with Applications to Community Detection	May 21, 2023	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