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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 491–500 of 919 papers

Title	Date	Tasks	Status	Hype	Score
PGLasso: Microbial Community Detection through Phylogenetic Graphical Lasso	Jul 20, 2018	Community Detection	—Unverified	0	0
Phase Transitions in Community Detection: A Solvable Toy Model	Dec 2, 2013	Community Detection	—Unverified	0	0
Phase Transitions in Spectral Community Detection of Large Noisy Networks	Apr 9, 2015	ClusteringCommunity Detection	—Unverified	0	0
PINE: Universal Deep Embedding for Graph Nodes via Partial Permutation Invariant Set Functions	Sep 25, 2019	Community DetectionGraph Embedding	—Unverified	0	0
Political Communities on Twitter: Case Study of the 2022 French Presidential Election	Apr 15, 2022	Community Detection	—Unverified	0	0
Predicting the Biological Classification of Cell-Cycle Regulated Genes of Saccharomyces cerevisiae using Community Detection Algorithms on Gene Co-expression Networks	Aug 22, 2022	ClusteringCommunity Detection	—Unverified	0	0
Predictive Overlapping Co-Clustering	Mar 8, 2014	ClusteringCommunity Detection	—Unverified	0	0
Pre-trained Prompt-driven Semi-supervised Local Community Detection	May 18, 2025	Community DetectionCommunity Search	—Unverified	0	0
Primal-Dual Optimization Algorithms over Riemannian Manifolds: an Iteration Complexity Analysis	Oct 5, 2017	BIG-bench Machine LearningCommunity Detection	—Unverified	0	0
Principal Graph Encoder Embedding and Principal Community Detection	Jan 24, 2025	Community Detection	—Unverified	0	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