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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 271–280 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Computational Lower Bounds for Graphon Estimation via Low-degree Polynomials	Aug 30, 2023	Community DetectionGraphon Estimation	—Unverified	0	0
Computational Lower Bounds for Community Detection on Random Graphs	Jun 25, 2014	Community Detection	—Unverified	0	0
Complex networks based word embeddings	Oct 3, 2019	Community DetectionWord Embeddings	—Unverified	0	0
Comparative Analysis of Community Detection Algorithms on the SNAP Social Circles Dataset	Feb 1, 2025	ClusteringCommunity Detection	—Unverified	0	0
Bayesian estimation from few samples: community detection and related problems	Sep 30, 2017	Community DetectionStochastic Block Model	—Unverified	0	0
Analysis of Persian News Agencies on Instagram, A Words Co-occurrence Graph-based Approach	Feb 19, 2024	Community DetectionData Summarization	—Unverified	0	0
Accuracy-Memory Tradeoffs and Phase Transitions in Belief Propagation	May 24, 2019	Community Detection	—Unverified	0	0
Community structure: A comparative evaluation of community detection methods	Dec 14, 2018	Community DetectionNavigate	—Unverified	0	0
Community Recovery in the Geometric Block Model	Jun 22, 2022	Community Detectionmodel	—Unverified	0	0
Community models for networks observed through edge nominations	Aug 9, 2020	ClusteringCommunity 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