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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 701–710 of 919 papers

Title	Date	Tasks	Status	Hype	Score
A graph representation based on fluid diffusion model for data analysis: theoretical aspects and enhanced community detection	Dec 7, 2021	Community Detectionvalid	—Unverified	0	0
A high-reproducibility and high-accuracy method for automated topic classification	Feb 3, 2014	Community DetectionComputational Efficiency	—Unverified	0	0
Algorithmic infeasibility of community detection in higher-order networks	Oct 24, 2017	Community Detection	—Unverified	0	0
Algorithms for item categorization based on ordinal ranking data	Sep 29, 2016	Community DetectionStochastic Block Model	—Unverified	0	0
A likelihood-ratio type test for stochastic block models with bounded degrees	Jul 12, 2018	Community DetectionStochastic Block Model	—Unverified	0	0
Almost Exact Recovery in Gossip Opinion Dynamics over Stochastic Block Models	Dec 5, 2023	ClusteringCommunity Detection	—Unverified	0	0
A Local Perspective-based Model for Overlapping Community Detection	Mar 27, 2025	Community Detection	—Unverified	0	0
A Map Equation with Metadata: Varying the Role of Attributes in Community Detection	Oct 24, 2018	Community Detection	—Unverified	0	0
A multilevel clustering technique for community detection	Jan 16, 2021	ClusteringCommunity Detection	—Unverified	0	0
An adaptive hybrid algorithm for social networks to choose groups with independent members	Oct 4, 2019	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